Semirings for probabilistic and neuro-symbolic logic programming

The field of probabilistic logic programming (PLP) focuses on integrating probabilistic models into programming languages based on logic. Over the past 30 years, numerous languages and frameworks have been developed for modeling, inference and learning in probabilistic logic programs. While original...

Celý popis

Uloženo v:
Podrobná bibliografie
Vydáno v:International journal of approximate reasoning Ročník 171; s. 109130
Hlavní autoři: Derkinderen, Vincent, Manhaeve, Robin, Zuidberg Dos Martires, Pedro, De Raedt, Luc
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier Inc 01.08.2024
Témata:
Model counting
Neuro-symbolic AI
Probabilistic logic programming
Semiring programming
Semiring programming
Model counting
Neuro-symbolic AI
Probabilistic logic programming
ISSN:0888-613X, 1873-4731, 1873-4731
On-line přístup:Získat plný text
Tagy: Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
Abstract The field of probabilistic logic programming (PLP) focuses on integrating probabilistic models into programming languages based on logic. Over the past 30 years, numerous languages and frameworks have been developed for modeling, inference and learning in probabilistic logic programs. While originally PLP focused on discrete probability, more recent approaches have incorporated continuous distributions as well as neural networks, effectively yielding neuro-symbolic methods. We provide an overview and synthesis of this domain, thereby contributing a unified algebraic perspective on the different flavors of PLP, showing that many if not most of the extensions of PLP can be cast within a common algebraic logic programming framework, in which facts are labeled with elements of a semiring and disjunction and conjunction are replaced by addition and multiplication. This does not only hold for the PLP variations itself but also for the underlying execution mechanism that is based on (algebraic) model counting. In order to showcase and explain this unified perspective, we focus on the ProbLog language and its extensions.
AbstractList The field of probabilistic logic programming (PLP) focuses on integrating probabilistic models into programming languages based on logic. Over the past 30 years, numerous languages and frameworks have been developed for modeling, inference and learning in probabilistic logic programs. While originally PLP focused on discrete probability, more recent approaches have incorporated continuous distributions as well as neural networks, effectively yielding neurosymbolic methods. We provide an overview and synthesis of this domain, thereby contributing a unified algebraic perspective on the different flavors of PLP, showing that many if not most of the extensions of PLP can be cast within a common algebraic logic programming framework, in which facts are labeled with elements of a semiring and disjunction and conjunction are replaced by addition and multiplication. This does not only hold for the PLP variations itself but also for the underlying execution mechanism that is based on (algebraic) model counting. In order to showcase and explain this unified perspective, we focus on the ProbLog language and its extensions.
The field of probabilistic logic programming (PLP) focuses on integrating probabilistic models into programming languages based on logic. Over the past 30 years, numerous languages and frameworks have been developed for modeling, inference and learning in probabilistic logic programs. While originally PLP focused on discrete probability, more recent approaches have incorporated continuous distributions as well as neural networks, effectively yielding neuro-symbolic methods. We provide an overview and synthesis of this domain, thereby contributing a unified algebraic perspective on the different flavors of PLP, showing that many if not most of the extensions of PLP can be cast within a common algebraic logic programming framework, in which facts are labeled with elements of a semiring and disjunction and conjunction are replaced by addition and multiplication. This does not only hold for the PLP variations itself but also for the underlying execution mechanism that is based on (algebraic) model counting. In order to showcase and explain this unified perspective, we focus on the ProbLog language and its extensions.
ArticleNumber 109130
Author Zuidberg Dos Martires, Pedro
Manhaeve, Robin
De Raedt, Luc
Derkinderen, Vincent
Author_xml – sequence: 1
  givenname: Vincent
  orcidid: 0000-0002-8894-270X
  surname: Derkinderen
  fullname: Derkinderen, Vincent
  email: vincent.derkinderen@kuleuven.be
  organization: DTAI, Dept. of Computer Science, KU Leuven, Leuven, B-3000, Belgium
– sequence: 2
  givenname: Robin
  surname: Manhaeve
  fullname: Manhaeve, Robin
  email: robin.manhaeve@kuleuven.be
  organization: DTAI, Dept. of Computer Science, KU Leuven, Leuven, B-3000, Belgium
– sequence: 3
  givenname: Pedro
  surname: Zuidberg Dos Martires
  fullname: Zuidberg Dos Martires, Pedro
  email: pedro.zuidberg-dos-martires@oru.se
  organization: Center for Applied Autonomous Systems, Örebro University, Örebro, SE-70182, Sweden
– sequence: 4
  givenname: Luc
  surname: De Raedt
  fullname: De Raedt, Luc
  email: luc.deraedt@kuleuven.be
  organization: DTAI, Dept. of Computer Science, KU Leuven, Leuven, B-3000, Belgium
BackLink https://urn.kb.se/resolve?urn=urn:nbn:se:oru:diva-115044$$DView record from Swedish Publication Index (Örebro universitet)
BookMark eNp9kMtqwzAQRUVJoWnaH-jKP-BUsmxZhi4a0icEuuiD7oReNhNsK0hOS_6-Mi5ddJHFzMDMPbM452jWu94idEXwkmDCrrdL2Eq_zHCWx0VFKD5Bc8JLmuYlJTM0x5zzlBH6eYbOQ9hijFmZ8zm6fbUdeOibkNTOJzvvlFTQQhhAJ7I3SW_33qXh0CnXxlXrmthjrPGy6yJ3gU5r2QZ7-TsX6P3h_m39lG5eHp_Xq02qKeVDWjArCy6r0pacl0yZimQ8r00ma6ZYaZjO6gIXkhlOC07j2RakUkYrqxnJcrpA6fQ3fNvdXomdh076g3ASxB18rITzTay9IKTA-ZjPprz2LgRv6z-CYDE6E1sxOhOjMzE5ixD_B2kY5ACuH7yE9jh6M6E2SvgC60XQYHttDXirB2EcHMN_AB0giqM
CitedBy_id crossref_primary_10_1016_j_ijar_2024_109206
Cites_doi 10.1016/j.ijar.2019.12.006
10.1561/1900000052
10.1007/s10994-015-5494-z
10.1093/gbe/evw010
10.1093/nar/gkv347
10.1016/S0004-3702(97)00027-1
10.1039/c3mb25551d
10.3389/frobt.2020.00100
10.1145/239041.239045
10.1109/69.166990
10.1007/s10994-017-5669-x
10.1016/j.eswa.2022.119376
10.1017/S1471068413000690
10.1613/jair.989
10.1017/S1471068414000076
10.1016/0890-5401(92)90061-J
10.1007/s00778-006-0004-3
10.1016/j.ijar.2020.08.001
10.1016/j.artint.2007.11.002
10.1038/s42003-018-0268-3
10.1016/0004-3702(93)90061-F
10.1145/261124.261131
10.1016/j.ins.2021.12.062
10.1007/s10514-018-9784-8
10.1007/s10994-017-5668-y
10.1016/j.jal.2016.11.031
10.1007/s10994-010-5213-8
10.1016/j.artint.2021.103504
10.1007/s10514-017-9637-x
10.1109/TCDS.2019.2915763
10.3389/frobt.2014.00006
10.1007/s13218-020-00670-x
10.1016/j.ijar.2016.06.009
10.1017/S1471068411000238
ContentType Journal Article
Copyright 2024 Elsevier Inc.
Copyright_xml – notice: 2024 Elsevier Inc.
DBID AAYXX
CITATION
ADTPV
AOWAS
D91
DOI 10.1016/j.ijar.2024.109130
DatabaseName CrossRef
SwePub
SwePub Articles
SWEPUB Örebro universitet
DatabaseTitle CrossRef
DatabaseTitleList

DeliveryMethod fulltext_linktorsrc
Discipline Computer Science
EISSN 1873-4731
ExternalDocumentID oai_DiVA_org_oru_115044
10_1016_j_ijar_2024_109130
S0888613X24000173
GroupedDBID --K
--M
.~1
0R~
0SF
1B1
1RT
1~.
1~5
29J
4.4
457
4G.
5GY
5VS
6I.
7-5
71M
8P~
9JN
9JO
AAAKF
AACTN
AAEDT
AAEDW
AAFTH
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAQFI
AAQXK
AARIN
AAXUO
AAYFN
ABAOU
ABBOA
ABFNM
ABJNI
ABMAC
ABUCO
ABVKL
ABXDB
ACDAQ
ACGFS
ACNCT
ACNNM
ACRLP
ACZNC
ADBBV
ADEZE
ADMUD
ADTZH
AEBSH
AECPX
AEKER
AENEX
AEXQZ
AFKWA
AFTJW
AGHFR
AGUBO
AGYEJ
AHHHB
AHJVU
AHZHX
AIALX
AIEXJ
AIGVJ
AIKHN
AITUG
AJOXV
AKRWK
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
AOUOD
APLSM
ARUGR
ASPBG
AVWKF
AXJTR
AZFZN
BJAXD
BKOJK
BLXMC
CS3
EBS
EFJIC
EJD
EO8
EO9
EP2
EP3
F5P
FDB
FEDTE
FGOYB
FIRID
FNPLU
FYGXN
GBLVA
GBOLZ
HAMUX
HVGLF
HZ~
IHE
IXB
J1W
JJJVA
KOM
LG9
LY1
M41
MHUIS
MO0
N9A
NCXOZ
O-L
O9-
OAUVE
OK1
OZT
P-8
P-9
P2P
PC.
Q38
R2-
RIG
ROL
RPZ
SDF
SDG
SES
SEW
SPC
SPCBC
SSB
SSD
SST
SSV
SSW
SSZ
T5K
UHS
WUQ
XPP
~G-
9DU
AATTM
AAXKI
AAYWO
AAYXX
ABWVN
ACLOT
ACRPL
ACVFH
ADCNI
ADNMO
ADVLN
AEIPS
AEUPX
AFJKZ
AFPUW
AGQPQ
AIGII
AIIUN
AKBMS
AKYEP
ANKPU
APXCP
CITATION
EFKBS
EFLBG
~HD
ADTPV
AOWAS
D91
ID FETCH-LOGICAL-c338t-56ea58a97e78876bd91284fd2af6b67d6c2f505a6d83583d91e519bdcbec61243
ISICitedReferencesCount 4
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001256916700001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0888-613X
1873-4731
IngestDate Tue Nov 04 16:47:27 EST 2025
Sat Nov 29 04:42:33 EST 2025
Tue Nov 18 21:46:37 EST 2025
Tue Jun 18 08:52:23 EDT 2024
IsPeerReviewed true
IsScholarly true
Keywords Semiring programming
Model counting
Neuro-symbolic AI
Probabilistic logic programming
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-c338t-56ea58a97e78876bd91284fd2af6b67d6c2f505a6d83583d91e519bdcbec61243
ORCID 0000-0002-8894-270X
ParticipantIDs swepub_primary_oai_DiVA_org_oru_115044
crossref_primary_10_1016_j_ijar_2024_109130
crossref_citationtrail_10_1016_j_ijar_2024_109130
elsevier_sciencedirect_doi_10_1016_j_ijar_2024_109130
PublicationCentury 2000
PublicationDate 2024-08-01
PublicationDateYYYYMMDD 2024-08-01
PublicationDate_xml – month: 08
  year: 2024
  text: 2024-08-01
  day: 01
PublicationDecade 2020
PublicationTitle International journal of approximate reasoning
PublicationYear 2024
Publisher Elsevier Inc
Publisher_xml – name: Elsevier Inc
References Kersting, De Raedt (br0440) 2000
Antova, Koch, Olteanu (br0030) 2006
Grohe, Kaminski, Katoen, Lindner (br0380) 2022; 69
McAreavey, Bauters, Liu, Hong (br0550) 2017
van Bremen, Dries, Jung (br0850) 2019
Poole (br0700) 1993; 64
Moldovan, Moreno, van Otterlo, Santos-Victor, De Raedt (br0600) 2012
Zuidberg Dos Martires (br1000) 2021
Fierens, Van den Broeck, Renkens, Shterionov, Gutmann, Thon, Janssens, De Raedt (br0320) 2015; 15
Darwiche (br0160) 2002
van Bremen, Dries, Jung (br0860) 2020; 34
Skarlatidis, Artikis, Filipou, Paliouras (br0770) 2015; 15
van den Berg, Schrijvers, McKinna, Vandenbroucke (br0080) 2022
Aerts, Goedemé, Vennekens (br0010) 2016
De Smet, Zuidberg Dos Martires, Manhaeve, Marra, Kimmig, De Readt (br0240) 2023
Zuidberg Dos Martires, Dries, De Raedt (br1020) 2019
Fuhr, Rölleke (br0350) 1997; 15
Doherty, Szalas (br0270) 2022; 593
Chavira, Darwiche (br0130) 2008; 172
Mantadelis, Bistarelli (br0540) 2020; 119
Derkinderen, De Raedt (br0250) 2020
Sato (br0750) 1995
Apriceno, Passerini, Serafini (br0040) 2021
Darwiche (br0170) 2011
Mekuria, Sernani, Falcionelli, Dragoni (br0560) 2019
Dries, Kimmig, Davis, Belle, De Raedt (br0290) 2017
Huang, Li, Chen, Samel, Naik, Song, Si (br0420) 2021; 34
Vlasselaer, Van den Broeck, Kimmig, Meert, De Raedt (br0940) 2016; 78
Suster, Fivez, Totis, Kimmig, Davis, De Raedt, Daelemans (br0790) 2021
van den Berg, Van Bremen, Derkinderen, Kimmig, Schrijvers, De Raedt (br0090) 2021
Venturato, Derkinderen, Zuidberg Dos Martires, De Raedt (br0900) 2022
De Maeyer, Renkens, Cloots, De Raedt, Marchal (br0190) 2013; 9
Latour, Babaki, Dries, Kimmig, Van den Broeck, Nijssen (br0510) 2017
Gutmann, Thon, Kimmig, Bruynooghe, De Raedt (br0400) 2011; 11
Verreet, Derkinderen, Zuidberg Dos Martires, De Raedt (br0910) 2022
Moldovan, van Otterlo, De Raedt, Moreno, Santos-Victor (br0610) 2011
Sato, Kameya (br0760) 1997
Miosic, Zuidberg Dos Martires (br0570) 2021
Orsini, Frasconi, De Raedt (br0670) 2017; 106
Dolan (br0280) 2013
Thon, Landwehr, De Raedt (br0810) 2008
Poole (br0710) 1997; 94
Smith, Petrick, Belle (br0780) 2021
Groß, Kracher, Kraus, Kühlwein, Pfister, Wiese, Luckert, Pötz, Joos, Daele, De Raedt, Kühl, Kestler (br0390) 2019; 2
Fuhr (br0340) 1995
Bueno, Mauá, de Barros, Cozman (br0110) 2016
Weitkämper, Sarbu, Sun (br0960) 2021
Benjelloun, Sarma, Halevy, Widom (br0070) 2006
Vlasselaer, Van den Broeck, Kimmig, Meert, De Raedt (br0920) 2015
Nitti, Belle, De Raedt (br0630) 2015
Yang, Marra, Rens, De Raedt (br0980) 2023
Wang (br0950) 2015
Pearl (br0680) 1988
Riguzzi (br0720) 2018
Sztyler, Civitarese, Stuckenschmidt (br0800) 2018
Thon, Landwehr, De Raedt (br0820) 2011; 82
De Raedt, Kimmig, Toivonen (br0230) 2007
Moldovan, Moreno, Nitti, Santos-Victor, De Raedt (br0590) 2018; 42
Vlasselaer, Meert (br0930) 2012
Nitti, Belle, Laet, De Raedt (br0640) 2017; 106
Riguzzi, Bellodi, Zese (br0730) 2014; 1
Barbará, Garcia-Molina, Porter (br0050) 1992; 4
Manhaeve, Dumančić, Kimmig, Demeester, De Raedt (br0530) 2021; 298
Van den Broeck, Suciu (br0100) 2017; 7
Dantsin (br0150) 1990
Persson, Zuidberg Dos Martires, De Raedt, Loutfi (br0690) 2020; 12
Totis, Kimmig, De Raedt (br0830) 2021
Valiant (br0840) 1992
Zuidberg Dos Martires, De Raedt, Kimmig (br1010) 2023
Hung (br0430) 2017
Koller, Friedman (br0480) 2009
Dudek, Phan, Vardi (br0300) 2020
Olteanu, Huang, Koch (br0660) 2009
Zuidberg Dos Martires, Kumar, Persson, Loutfi, De Raedt (br1030) 2020; 7
Moldovan, Antanas, Hoffmann (br0580) 2012
De Raedt (br0210) 2007
Goodman, Tenenbaum, Contributors (br0370) 2016
Kimmig, Costa (br0460) 2012; vol. 7250
Van den Broeck, Thon, van Otterlo, De Raedt (br0870) 2010
Hommersom, Bueno (br0410) 2016
Xing, Vilamala, Garcia, Cerutti, Kaplan, Preece, Srivastava (br0970) 2019
Belle, De Raedt (br0060) 2020; 126
De Maeyer, Weytjens, De Raedt, Marchal (br0200) 2016; 8
Kimmig, Van den Broeck, De Raedt (br0450) 2017; 22
Lakshmanan, Leone, Ross, Subrahmanian (br0500) 1997; 22
Vennekens, Verbaeten, Bruynooghe (br0890) 2004
Yang, Ishay, Lee (br0990) 2020
Nitti, De Laet, De Raedt (br0650) 2014
Roig Vilamala, Xing, Taylor, Garcia, Srivastava, Kaplan, Preece, Kimmig, Cerutti (br0740) 2023; 215
Eisner, Filardo (br0310) 2010
Flach (br0330) 1994
Cavallo, Pittarelli (br0120) 1987
Kimmig, Van den Broeck, De Raedt (br0470) 2011
Dalvi, Suciu (br0140) 2007; 16
Manhaeve, Dumančić, Kimmig, Demeester, De Raedt (br0520) 2018
Ng, Subrahmanian (br0620) 1992; 101
Darwiche, Marquis (br0180) 2002; 17
Gelenbe, Hebrail (br0360) 1986
De Maeyer, Weytjens, Renkens, De Raedt, Marchal (br0260) 2015; 43
De Raedt, Kimmig (br0220) 2015; 100
Veiga, Silva, Ventura, Lima (br0880) 2019
Antanas, Moreno, Neumann, de Figueiredo, Kersting, Santos-Victor, De Raedt (br0020) 2019; 43
Lagniez, Marquis (br0490) 2017
Poole (10.1016/j.ijar.2024.109130_br0700) 1993; 64
Hung (10.1016/j.ijar.2024.109130_br0430) 2017
Olteanu (10.1016/j.ijar.2024.109130_br0660) 2009
Barbará (10.1016/j.ijar.2024.109130_br0050) 1992; 4
Zuidberg Dos Martires (10.1016/j.ijar.2024.109130_br1010)
Sato (10.1016/j.ijar.2024.109130_br0760) 1997
Latour (10.1016/j.ijar.2024.109130_br0510) 2017
Moldovan (10.1016/j.ijar.2024.109130_br0580) 2012
Sato (10.1016/j.ijar.2024.109130_br0750) 1995
Dantsin (10.1016/j.ijar.2024.109130_br0150) 1990
Mekuria (10.1016/j.ijar.2024.109130_br0560) 2019
Dudek (10.1016/j.ijar.2024.109130_br0300) 2020
Fierens (10.1016/j.ijar.2024.109130_br0320) 2015; 15
Zuidberg Dos Martires (10.1016/j.ijar.2024.109130_br1030) 2020; 7
Antanas (10.1016/j.ijar.2024.109130_br0020) 2019; 43
Manhaeve (10.1016/j.ijar.2024.109130_br0520) 2018
Venturato (10.1016/j.ijar.2024.109130_br0900) 2022
Pearl (10.1016/j.ijar.2024.109130_br0680) 1988
van den Berg (10.1016/j.ijar.2024.109130_br0080)
Kimmig (10.1016/j.ijar.2024.109130_br0460) 2012; vol. 7250
Antova (10.1016/j.ijar.2024.109130_br0030) 2006
Eisner (10.1016/j.ijar.2024.109130_br0310) 2010
Skarlatidis (10.1016/j.ijar.2024.109130_br0770) 2015; 15
Ng (10.1016/j.ijar.2024.109130_br0620) 1992; 101
Verreet (10.1016/j.ijar.2024.109130_br0910) 2022
Flach (10.1016/j.ijar.2024.109130_br0330) 1994
Riguzzi (10.1016/j.ijar.2024.109130_br0730) 2014; 1
van Bremen (10.1016/j.ijar.2024.109130_br0860) 2020; 34
Kimmig (10.1016/j.ijar.2024.109130_br0470) 2011
Moldovan (10.1016/j.ijar.2024.109130_br0590) 2018; 42
Chavira (10.1016/j.ijar.2024.109130_br0130) 2008; 172
Dolan (10.1016/j.ijar.2024.109130_br0280) 2013
Poole (10.1016/j.ijar.2024.109130_br0710) 1997; 94
Moldovan (10.1016/j.ijar.2024.109130_br0600) 2012
Fuhr (10.1016/j.ijar.2024.109130_br0340) 1995
Benjelloun (10.1016/j.ijar.2024.109130_br0070) 2006
Derkinderen (10.1016/j.ijar.2024.109130_br0250) 2020
Gelenbe (10.1016/j.ijar.2024.109130_br0360) 1986
De Raedt (10.1016/j.ijar.2024.109130_br0210) 2007
Yang (10.1016/j.ijar.2024.109130_br0990) 2020
De Maeyer (10.1016/j.ijar.2024.109130_br0190) 2013; 9
Mantadelis (10.1016/j.ijar.2024.109130_br0540) 2020; 119
Orsini (10.1016/j.ijar.2024.109130_br0670) 2017; 106
Zuidberg Dos Martires (10.1016/j.ijar.2024.109130_br1000) 2021
Aerts (10.1016/j.ijar.2024.109130_br0010) 2016
Suster (10.1016/j.ijar.2024.109130_br0790) 2021
Valiant (10.1016/j.ijar.2024.109130_br0840) 1992
Darwiche (10.1016/j.ijar.2024.109130_br0170) 2011
Vlasselaer (10.1016/j.ijar.2024.109130_br0940) 2016; 78
Doherty (10.1016/j.ijar.2024.109130_br0270) 2022; 593
Weitkämper (10.1016/j.ijar.2024.109130_br0960) 2021
Hommersom (10.1016/j.ijar.2024.109130_br0410) 2016
De Smet (10.1016/j.ijar.2024.109130_br0240) 2023
De Maeyer (10.1016/j.ijar.2024.109130_br0260) 2015; 43
Grohe (10.1016/j.ijar.2024.109130_br0380) 2022; 69
Belle (10.1016/j.ijar.2024.109130_br0060) 2020; 126
Nitti (10.1016/j.ijar.2024.109130_br0650) 2014
Sztyler (10.1016/j.ijar.2024.109130_br0800) 2018
Cavallo (10.1016/j.ijar.2024.109130_br0120) 1987
Nitti (10.1016/j.ijar.2024.109130_br0630) 2015
Darwiche (10.1016/j.ijar.2024.109130_br0160) 2002
Veiga (10.1016/j.ijar.2024.109130_br0880) 2019
Nitti (10.1016/j.ijar.2024.109130_br0640) 2017; 106
Lagniez (10.1016/j.ijar.2024.109130_br0490) 2017
Kimmig (10.1016/j.ijar.2024.109130_br0450) 2017; 22
De Raedt (10.1016/j.ijar.2024.109130_br0220) 2015; 100
Yang (10.1016/j.ijar.2024.109130_br0980)
Lakshmanan (10.1016/j.ijar.2024.109130_br0500) 1997; 22
Dries (10.1016/j.ijar.2024.109130_br0290) 2017
Gutmann (10.1016/j.ijar.2024.109130_br0400) 2011; 11
Totis (10.1016/j.ijar.2024.109130_br0830)
Vennekens (10.1016/j.ijar.2024.109130_br0890) 2004
Riguzzi (10.1016/j.ijar.2024.109130_br0720) 2018
Persson (10.1016/j.ijar.2024.109130_br0690) 2020; 12
Fuhr (10.1016/j.ijar.2024.109130_br0350) 1997; 15
Xing (10.1016/j.ijar.2024.109130_br0970) 2019
Koller (10.1016/j.ijar.2024.109130_br0480) 2009
Wang (10.1016/j.ijar.2024.109130_br0950) 2015
Moldovan (10.1016/j.ijar.2024.109130_br0610) 2011
Dalvi (10.1016/j.ijar.2024.109130_br0140) 2007; 16
De Maeyer (10.1016/j.ijar.2024.109130_br0200) 2016; 8
Vlasselaer (10.1016/j.ijar.2024.109130_br0930) 2012
Miosic (10.1016/j.ijar.2024.109130_br0570)
Vlasselaer (10.1016/j.ijar.2024.109130_br0920) 2015
Roig Vilamala (10.1016/j.ijar.2024.109130_br0740) 2023; 215
Manhaeve (10.1016/j.ijar.2024.109130_br0530) 2021; 298
Thon (10.1016/j.ijar.2024.109130_br0810) 2008
van den Berg (10.1016/j.ijar.2024.109130_br0090) 2021
Van den Broeck (10.1016/j.ijar.2024.109130_br0100) 2017; 7
Zuidberg Dos Martires (10.1016/j.ijar.2024.109130_br1020) 2019
Apriceno (10.1016/j.ijar.2024.109130_br0040) 2021
De Raedt (10.1016/j.ijar.2024.109130_br0230) 2007
Darwiche (10.1016/j.ijar.2024.109130_br0180) 2002; 17
Goodman (10.1016/j.ijar.2024.109130_br0370)
van Bremen (10.1016/j.ijar.2024.109130_br0850) 2019
Smith (10.1016/j.ijar.2024.109130_br0780) 2021
Kersting (10.1016/j.ijar.2024.109130_br0440) 2000
Thon (10.1016/j.ijar.2024.109130_br0820) 2011; 82
Groß (10.1016/j.ijar.2024.109130_br0390) 2019; 2
Bueno (10.1016/j.ijar.2024.109130_br0110) 2016
McAreavey (10.1016/j.ijar.2024.109130_br0550) 2017
Huang (10.1016/j.ijar.2024.109130_br0420) 2021; 34
Van den Broeck (10.1016/j.ijar.2024.109130_br0870) 2010
References_xml – start-page: 409
  year: 2002
  end-page: 420
  ident: br0160
  article-title: A logical approach to factoring belief networks
  publication-title: KR
– volume: 34
  start-page: 501
  year: 2020
  end-page: 507
  ident: br0860
  article-title: onto2problog: a probabilistic ontology-mediated querying system using probabilistic logic programming
  publication-title: Künstl. Intell.
– start-page: 29
  year: 2016
  end-page: 38
  ident: br0410
  article-title: Toward computing conflict-based diagnoses in probabilistic logic programming
  publication-title: PLP@ILP
– volume: 126
  start-page: 181
  year: 2020
  end-page: 201
  ident: br0060
  article-title: Semiring programming: a semantic framework for generalized sum product problems
  publication-title: Int. J. Approx. Reason.
– year: 2021
  ident: br0830
  article-title: SMProbLog: stable model semantics in ProbLog and its applications in argumentation
– start-page: 3981
  year: 2017
  end-page: 3987
  ident: br0290
  article-title: Solving probability problems in natural language
  publication-title: IJCAI
– start-page: 640
  year: 2009
  end-page: 651
  ident: br0660
  article-title: SPROUT: lazy vs. eager query plans for tuple-independent probabilistic databases
  publication-title: 2009 IEEE 25th International Conference on Data Engineering
– start-page: 1
  year: 2000
  end-page: 18
  ident: br0440
  article-title: Bayesian logic programs
  publication-title: Proceedings of the 10th International Conference on Inductive Logic Programming, Work-in-Progress Reports
– volume: 9
  start-page: 1594
  year: 2013
  end-page: 1603
  ident: br0190
  article-title: PheNetic: network-based interpretation of unstructured gene lists in E. coli
  publication-title: Mol. BioSyst.
– start-page: 101
  year: 2013
  end-page: 110
  ident: br0280
  article-title: Fun with semirings: a functional pearl on the abuse of linear algebra
  publication-title: ICFP
– volume: 12
  start-page: 84
  year: 2020
  end-page: 97
  ident: br0690
  article-title: Semantic relational object tracking
  publication-title: IEEE Trans. Cogn. Dev. Syst.
– start-page: 778
  year: 2015
  end-page: 783
  ident: br0950
  article-title: ProbLog program based ontology matching
  publication-title: KSEM
– volume: 15
  start-page: 32
  year: 1997
  end-page: 66
  ident: br0350
  article-title: A probabilistic relational algebra for the integration of information retrieval and database systems
  publication-title: ACM Trans. Inf. Syst.
– start-page: 667
  year: 2017
  end-page: 673
  ident: br0490
  article-title: An improved Decision-DNNF compiler
  publication-title: IJCAI
– start-page: 495
  year: 2017
  end-page: 511
  ident: br0510
  article-title: Combining stochastic constraint optimization and probabilistic programming - from knowledge compilation to constraint solving
  publication-title: CP
– year: 2018
  ident: br0720
  article-title: Foundations of Probabilistic Logic Programming
– year: 2022
  ident: br0900
  article-title: Towards Tractable Dynamic Decision Making with Circuits
– volume: 43
  start-page: W244
  year: 2015
  end-page: W250
  ident: br0260
  article-title: PheNetic: network-based interpretation of molecular profiling data
  publication-title: Nucleic Acids Res.
– start-page: 178
  year: 2012
  end-page: 192
  ident: br0580
  article-title: Opening doors: an initial SRL approach
  publication-title: ILP
– volume: 2
  year: 2019
  ident: br0390
  article-title: Representing dynamic biological networks with multi-scale probabilistic models
  publication-title: Commun. Biol.
– volume: 106
  start-page: 1905
  year: 2017
  end-page: 1932
  ident: br0640
  article-title: Planning in hybrid relational MDPs
  publication-title: Mach. Learn.
– volume: 34
  start-page: 25134
  year: 2021
  end-page: 25145
  ident: br0420
  article-title: Scallop: from probabilistic deductive databases to scalable differentiable reasoning
  publication-title: Adv. Neural Inf. Process. Syst.
– volume: 1
  start-page: 6
  year: 2014
  ident: br0730
  article-title: A history of probabilistic inductive logic programming
  publication-title: Front. Robot. AI
– volume: 69
  start-page: 1
  year: 2022
  end-page: 52
  ident: br0380
  article-title: Generative datalog with continuous distributions
  publication-title: J. ACM
– start-page: 7825
  year: 2019
  end-page: 7833
  ident: br1020
  article-title: Exact and approximate weighted model integration with probability density functions using knowledge compilation
  publication-title: AAAI
– volume: 215
  year: 2023
  ident: br0740
  article-title: DeepProbCEP: a neuro-symbolic approach for complex event processing in adversarial settings
  publication-title: Expert Syst. Appl.
– start-page: 209
  year: 2011
  end-page: 214
  ident: br0470
  article-title: An algebraic Prolog for reasoning about possible worlds
  publication-title: AAAI
– start-page: 259
  year: 2018
  end-page: 264
  ident: br0800
  article-title: Modeling and reasoning with ProbLog: an application in recognizing complex activities
  publication-title: PerCom Workshops
– start-page: 715
  year: 1995
  end-page: 729
  ident: br0750
  article-title: A statistical learning method for logic programs with distribution semantics
  publication-title: ICLP
– start-page: 430
  year: 2021
  end-page: 431
  ident: br0780
  article-title: Intent recognition in smart homes with ProbLog
  publication-title: PerCom Workshops
– volume: 82
  start-page: 239
  year: 2011
  end-page: 272
  ident: br0820
  article-title: Stochastic relational processes: efficient inference and applications
  publication-title: Mach. Learn.
– start-page: 4373
  year: 2012
  end-page: 4378
  ident: br0600
  article-title: Learning relational affordance models for robots in multi-object manipulation tasks
  publication-title: ICRA
– volume: 11
  start-page: 663
  year: 2011
  end-page: 680
  ident: br0400
  article-title: The magic of logical inference in probabilistic programming
  publication-title: Theory Pract. Log. Program.
– start-page: 282
  year: 1995
  end-page: 290
  ident: br0340
  article-title: Probabilistic datalog—a logic for powerful retrieval methods
  publication-title: Proceedings of the 18th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval
– start-page: 3
  year: 2017
  end-page: 17
  ident: br0430
  article-title: Inference and learning in probabilistic argumentation
  publication-title: MIWAI
– volume: 298
  year: 2021
  ident: br0530
  article-title: Neural probabilistic logic programming in DeepProbLog
  publication-title: Artif. Intell.
– start-page: 1479
  year: 2006
  end-page: 1480
  ident: br0030
  article-title: MayBMS: managing incomplete information with probabilistic world-set decompositions
  publication-title: 2007 IEEE 23rd International Conference on Data Engineering
– year: 1988
  ident: br0680
  article-title: Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
– year: 2016
  ident: br0370
  article-title: Probabilistic models of cognition
– start-page: 935
  year: 2014
  end-page: 942
  ident: br0650
  article-title: Relational object tracking and learning
  publication-title: ICRA
– volume: 43
  start-page: 1393
  year: 2019
  end-page: 1418
  ident: br0020
  article-title: Semantic and geometric reasoning for robotic grasping: a probabilistic logic approach
  publication-title: Auton. Robots
– start-page: 2437
  year: 2019
  end-page: 2440
  ident: br0850
  article-title: Ontology-mediated queries over probabilistic data via probabilistic logic programming
  publication-title: CIKM
– volume: 101
  start-page: 150
  year: 1992
  end-page: 201
  ident: br0620
  article-title: Probabilistic logic programming
  publication-title: Inf. Comput.
– volume: 64
  start-page: 81
  year: 1993
  end-page: 129
  ident: br0700
  article-title: Probabilistic Horn abduction and Bayesian networks
  publication-title: Artif. Intell.
– start-page: 87
  year: 2019
  end-page: 92
  ident: br0970
  article-title: DeepCEP: deep complex event processing using distributed multimodal information
  publication-title: SMARTCOMP
– volume: 17
  start-page: 229
  year: 2002
  end-page: 264
  ident: br0180
  article-title: A knowledge compilation map
  publication-title: J. Artif. Intell. Res.
– volume: 15
  start-page: 213
  year: 2015
  end-page: 245
  ident: br0770
  article-title: A probabilistic logic programming event calculus
  publication-title: Theory Pract. Log. Program.
– start-page: 506
  year: 2008
  end-page: 521
  ident: br0810
  article-title: A simple model for sequences of relational state descriptions
  publication-title: Machine Learning and Knowledge Discovery in Databases
– start-page: 84
  year: 1992
  end-page: 94
  ident: br0840
  article-title: Why is Boolean complexity theory difficult?
  publication-title: Proceedings of the London Mathematical Society Symposium on Boolean Function Complexity
– year: 2021
  ident: br0960
  article-title: Modelling Infectious Disease Dynamics with Probabilistic Logic Programming
– start-page: 1755
  year: 2020
  end-page: 1762
  ident: br0990
  article-title: NeurASP: embracing neural networks into answer set programming
  publication-title: IJCAI
– volume: 7
  start-page: 100
  year: 2020
  ident: br1030
  article-title: Symbolic learning and reasoning with noisy data for probabilistic anchoring
  publication-title: Front. Robot. AI
– year: 2009
  ident: br0480
  article-title: Probabilistic Graphical Models: Principles and Techniques
– start-page: 529
  year: 2023
  end-page: 538
  ident: br0240
  article-title: Neural probabilistic logic programming in discrete-continuous domains
  publication-title: Uncertainty in Artificial Intelligence
– volume: 94
  start-page: 7
  year: 1997
  end-page: 56
  ident: br0710
  article-title: The independent choice logic for modelling multiple agents under uncertainty
  publication-title: Artif. Intell.
– year: 1994
  ident: br0330
  article-title: Simply Logical: Intelligent Reasoning by Example
– volume: 78
  start-page: 15
  year: 2016
  end-page: 32
  ident: br0940
  article-title: T
  publication-title: Int. J. Approx. Reason.
– year: 2021
  ident: br0040
  article-title: A neuro-symbolic approach to structured event recognition
  publication-title: TIME, Schloss Dagstuhl - Leibniz-Zentrum für Informatik
– start-page: 1852
  year: 2015
  end-page: 1858
  ident: br0920
  article-title: Anytime inference in probabilistic logic programs with T
  publication-title: IJCAI
– start-page: 1468
  year: 2020
  end-page: 1476
  ident: br0300
  article-title: ADDMC: weighted model counting with algebraic decision diagrams
  publication-title: AAAI
– start-page: 1330
  year: 1997
  end-page: 1339
  ident: br0760
  article-title: PRISM: a language for symbolic-statistical modeling
  publication-title: IJCAI
– start-page: 94
  year: 2021
  end-page: 103
  ident: br1000
  article-title: Neural semirings
  publication-title: Proceedings of the 15th International Workshop on Neural-Symbolic Learning and Reasoning as Part of the 1st International Joint Conference on Learning & Reasoning (IJCLR 2021)
– volume: 15
  start-page: 358
  year: 2015
  end-page: 401
  ident: br0320
  article-title: Inference and learning in probabilistic logic programs using weighted Boolean formulas
  publication-title: Theory Pract. Log. Program.
– start-page: 3749
  year: 2018
  end-page: 3759
  ident: br0520
  article-title: DeepProbLog: neural probabilistic logic programming
  publication-title: Advances in Neural Information Processing Systems, vol. 31
– start-page: 234
  year: 2016
  end-page: 242
  ident: br0010
  article-title: A probabilistic logic programming approach to automatic video montage
  publication-title: ECAI
– volume: 7
  start-page: 197
  year: 2017
  end-page: 341
  ident: br0100
  article-title: Query processing on probabilistic data: a survey
  publication-title: Found. Trends® Databases
– volume: 42
  start-page: 19
  year: 2018
  end-page: 44
  ident: br0590
  article-title: Relational affordances for multiple-object manipulation
  publication-title: Auton. Robots
– start-page: 327
  year: 2015
  end-page: 342
  ident: br0630
  article-title: Planning in discrete and continuous Markov decision processes by probabilistic programming
  publication-title: ECML/PKDD (2)
– year: 2007
  ident: br0210
  article-title: ProbLog and Its Application to Link Mining in Biological Networks
– start-page: 45
  year: 2012
  end-page: 50
  ident: br0930
  article-title: Statistical relational learning for prognostics
  publication-title: Proceedings of the 21st Belgian-Dutch Conference on Machine Learning
– volume: 172
  start-page: 772
  year: 2008
  end-page: 799
  ident: br0130
  article-title: On probabilistic inference by weighted model counting
  publication-title: Artif. Intell.
– start-page: 1
  year: 2019
  end-page: 6
  ident: br0560
  article-title: A probabilistic multi-agent system architecture for reasoning in smart homes
  publication-title: IEEE International Symposium on INnovations in Intelligent SysTems and Applications (INISTA)
– volume: vol. 7250
  start-page: 407
  year: 2012
  end-page: 426
  ident: br0460
  article-title: Link and Node Prediction in Metabolic Networks with Probabilistic Logic
  publication-title: Bisociative Knowledge Discovery: An Introduction to Concept, Algorithms, Tools, and Applications
– start-page: 3627
  year: 2021
  end-page: 3640
  ident: br0790
  article-title: Mapping probability word problems to executable representations
  publication-title: EMNLP (1)
– volume: 100
  start-page: 5
  year: 2015
  end-page: 47
  ident: br0220
  article-title: Probabilistic (logic) programming concepts
  publication-title: Mach. Learn.
– start-page: 328
  year: 1986
  end-page: 333
  ident: br0360
  article-title: A probability model of uncertainty in data bases
  publication-title: 1986 IEEE Second International Conference on Data Engineering
– year: 2021
  ident: br0090
  article-title: From Probabilistic NetKAT to ProbLog: New Algorithms for Inference and Learning in Probabilistic Networks
– volume: 119
  start-page: 204
  year: 2020
  end-page: 219
  ident: br0540
  article-title: Probabilistic abstract argumentation frameworks, a possible world view
  publication-title: Int. J. Approx. Reason.
– volume: 8
  start-page: 481
  year: 2016
  end-page: 494
  ident: br0200
  article-title: Network-based analysis of eQTL data to prioritize driver mutations
  publication-title: Genome Biol. Evol.
– start-page: 953
  year: 2006
  end-page: 964
  ident: br0070
  article-title: ULDBs: databases with uncertainty and lineage
  publication-title: VLDB
– start-page: 337
  year: 2016
  end-page: 342
  ident: br0110
  article-title: Markov decision processes specified by probabilistic logic programming: representation and solution
  publication-title: 5th Brazilian Conference on Intelligent Systems (BRACIS)
– year: 2021
  ident: br0570
  article-title: Measure theoretic weighted model integration
– start-page: 819
  year: 2011
  end-page: 826
  ident: br0170
  article-title: SDD: a new canonical representation of propositional knowledge bases
  publication-title: IJCAI
– start-page: 2462
  year: 2007
  end-page: 2467
  ident: br0230
  article-title: ProbLog: a probabilistic Prolog and its application in link discovery
  publication-title: IJCAI
– start-page: 773
  year: 2019
  end-page: 781
  ident: br0880
  article-title: A hierarchical approach to active semantic mapping using probabilistic logic and information reward POMDPs
  publication-title: ICAPS
– volume: 4
  start-page: 487
  year: 1992
  end-page: 502
  ident: br0050
  article-title: The management of probabilistic data
  publication-title: IEEE Trans. Knowl. Data Eng.
– year: 2023
  ident: br0980
  article-title: Safe reinforcement learning via probabilistic logic shields
– year: 2023
  ident: br1010
  article-title: Declarative probabilistic logic programming in discrete-continuous domains
– volume: 16
  start-page: 523
  year: 2007
  end-page: 544
  ident: br0140
  article-title: Efficient query evaluation on probabilistic databases
  publication-title: VLDB J.
– volume: 22
  start-page: 46
  year: 2017
  end-page: 62
  ident: br0450
  article-title: Algebraic model counting
  publication-title: J. Appl. Log.
– start-page: 2569
  year: 2020
  end-page: 2576
  ident: br0250
  article-title: Algebraic circuits for decision theoretic inference and learning
  publication-title: ECAI
– start-page: 105
  year: 2017
  end-page: 113
  ident: br0550
  article-title: The event calculus in probabilistic logic programming with annotated disjunctions
  publication-title: AAMAS
– volume: 22
  start-page: 419
  year: 1997
  end-page: 469
  ident: br0500
  article-title: ProbView: a flexible probabilistic database system
  publication-title: ACM Trans. Database Syst.
– start-page: 71
  year: 1987
  end-page: 81
  ident: br0120
  article-title: The theory of probabilistic databases
  publication-title: VLDB
– year: 2022
  ident: br0080
  article-title: Forward- or reverse-mode automatic differentiation: what's the difference?
– start-page: 181
  year: 2010
  end-page: 220
  ident: br0310
  article-title: Dyna: extending datalog for modern AI
  publication-title: Datalog Reloaded - First International Workshop, Datalog 2010, Revised Selected Papers
– start-page: 431
  year: 2004
  end-page: 445
  ident: br0890
  article-title: Logic programs with annotated disjunctions
  publication-title: International Conference on Logic Programming
– start-page: 152
  year: 1990
  end-page: 164
  ident: br0150
  article-title: Probabilistic logic programs and their semantics
  publication-title: Proceedings of the First Russian Conference on Logic Programming
– start-page: 1217
  year: 2010
  end-page: 1222
  ident: br0870
  article-title: DTProbLog: a decision-theoretic probabilistic Prolog
  publication-title: AAAI
– volume: 593
  start-page: 546
  year: 2022
  end-page: 576
  ident: br0270
  article-title: A landscape and implementation framework for probabilistic rough sets using ProbLog
  publication-title: Inf. Sci.
– volume: 106
  start-page: 1933
  year: 2017
  end-page: 1969
  ident: br0670
  article-title: kProbLog: an algebraic Prolog for machine learning
  publication-title: Mach. Learn.
– start-page: 10060
  year: 2022
  end-page: 10069
  ident: br0910
  article-title: Inference and learning with model uncertainty in probabilistic logic programs
  publication-title: AAAI
– start-page: 95
  year: 2011
  end-page: 103
  ident: br0610
  article-title: Statistical relational learning of object affordances for robotic manipulation
  publication-title: ILP (Late Breaking Papers)
– start-page: 1755
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br0990
  article-title: NeurASP: embracing neural networks into answer set programming
– volume: 119
  start-page: 204
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br0540
  article-title: Probabilistic abstract argumentation frameworks, a possible world view
  publication-title: Int. J. Approx. Reason.
  doi: 10.1016/j.ijar.2019.12.006
– start-page: 1
  year: 2019
  ident: 10.1016/j.ijar.2024.109130_br0560
  article-title: A probabilistic multi-agent system architecture for reasoning in smart homes
– volume: 7
  start-page: 197
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0100
  article-title: Query processing on probabilistic data: a survey
  publication-title: Found. Trends® Databases
  doi: 10.1561/1900000052
– start-page: 337
  year: 2016
  ident: 10.1016/j.ijar.2024.109130_br0110
  article-title: Markov decision processes specified by probabilistic logic programming: representation and solution
– volume: 100
  start-page: 5
  year: 2015
  ident: 10.1016/j.ijar.2024.109130_br0220
  article-title: Probabilistic (logic) programming concepts
  publication-title: Mach. Learn.
  doi: 10.1007/s10994-015-5494-z
– volume: 8
  start-page: 481
  year: 2016
  ident: 10.1016/j.ijar.2024.109130_br0200
  article-title: Network-based analysis of eQTL data to prioritize driver mutations
  publication-title: Genome Biol. Evol.
  doi: 10.1093/gbe/evw010
– volume: 43
  start-page: W244
  year: 2015
  ident: 10.1016/j.ijar.2024.109130_br0260
  article-title: PheNetic: network-based interpretation of molecular profiling data
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkv347
– volume: 94
  start-page: 7
  year: 1997
  ident: 10.1016/j.ijar.2024.109130_br0710
  article-title: The independent choice logic for modelling multiple agents under uncertainty
  publication-title: Artif. Intell.
  doi: 10.1016/S0004-3702(97)00027-1
– ident: 10.1016/j.ijar.2024.109130_br1010
– volume: 9
  start-page: 1594
  year: 2013
  ident: 10.1016/j.ijar.2024.109130_br0190
  article-title: PheNetic: network-based interpretation of unstructured gene lists in E. coli
  publication-title: Mol. BioSyst.
  doi: 10.1039/c3mb25551d
– volume: 7
  start-page: 100
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br1030
  article-title: Symbolic learning and reasoning with noisy data for probabilistic anchoring
  publication-title: Front. Robot. AI
  doi: 10.3389/frobt.2020.00100
– volume: 15
  start-page: 32
  year: 1997
  ident: 10.1016/j.ijar.2024.109130_br0350
  article-title: A probabilistic relational algebra for the integration of information retrieval and database systems
  publication-title: ACM Trans. Inf. Syst.
  doi: 10.1145/239041.239045
– start-page: 409
  year: 2002
  ident: 10.1016/j.ijar.2024.109130_br0160
  article-title: A logical approach to factoring belief networks
– start-page: 327
  year: 2015
  ident: 10.1016/j.ijar.2024.109130_br0630
  article-title: Planning in discrete and continuous Markov decision processes by probabilistic programming
– volume: 4
  start-page: 487
  year: 1992
  ident: 10.1016/j.ijar.2024.109130_br0050
  article-title: The management of probabilistic data
  publication-title: IEEE Trans. Knowl. Data Eng.
  doi: 10.1109/69.166990
– start-page: 667
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0490
  article-title: An improved Decision-DNNF compiler
– volume: 106
  start-page: 1905
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0640
  article-title: Planning in hybrid relational MDPs
  publication-title: Mach. Learn.
  doi: 10.1007/s10994-017-5669-x
– start-page: 506
  year: 2008
  ident: 10.1016/j.ijar.2024.109130_br0810
  article-title: A simple model for sequences of relational state descriptions
– start-page: 1479
  year: 2006
  ident: 10.1016/j.ijar.2024.109130_br0030
  article-title: MayBMS: managing incomplete information with probabilistic world-set decompositions
– year: 2009
  ident: 10.1016/j.ijar.2024.109130_br0480
– start-page: 10060
  year: 2022
  ident: 10.1016/j.ijar.2024.109130_br0910
  article-title: Inference and learning with model uncertainty in probabilistic logic programs
– volume: 215
  year: 2023
  ident: 10.1016/j.ijar.2024.109130_br0740
  article-title: DeepProbCEP: a neuro-symbolic approach for complex event processing in adversarial settings
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2022.119376
– volume: 15
  start-page: 213
  year: 2015
  ident: 10.1016/j.ijar.2024.109130_br0770
  article-title: A probabilistic logic programming event calculus
  publication-title: Theory Pract. Log. Program.
  doi: 10.1017/S1471068413000690
– year: 2022
  ident: 10.1016/j.ijar.2024.109130_br0900
– volume: vol. 7250
  start-page: 407
  year: 2012
  ident: 10.1016/j.ijar.2024.109130_br0460
  article-title: Link and Node Prediction in Metabolic Networks with Probabilistic Logic
– volume: 17
  start-page: 229
  year: 2002
  ident: 10.1016/j.ijar.2024.109130_br0180
  article-title: A knowledge compilation map
  publication-title: J. Artif. Intell. Res.
  doi: 10.1613/jair.989
– volume: 15
  start-page: 358
  year: 2015
  ident: 10.1016/j.ijar.2024.109130_br0320
  article-title: Inference and learning in probabilistic logic programs using weighted Boolean formulas
  publication-title: Theory Pract. Log. Program.
  doi: 10.1017/S1471068414000076
– year: 1994
  ident: 10.1016/j.ijar.2024.109130_br0330
– start-page: 1217
  year: 2010
  ident: 10.1016/j.ijar.2024.109130_br0870
  article-title: DTProbLog: a decision-theoretic probabilistic Prolog
– start-page: 3749
  year: 2018
  ident: 10.1016/j.ijar.2024.109130_br0520
  article-title: DeepProbLog: neural probabilistic logic programming
– ident: 10.1016/j.ijar.2024.109130_br0370
– volume: 101
  start-page: 150
  year: 1992
  ident: 10.1016/j.ijar.2024.109130_br0620
  article-title: Probabilistic logic programming
  publication-title: Inf. Comput.
  doi: 10.1016/0890-5401(92)90061-J
– start-page: 1
  year: 2000
  ident: 10.1016/j.ijar.2024.109130_br0440
  article-title: Bayesian logic programs
– start-page: 935
  year: 2014
  ident: 10.1016/j.ijar.2024.109130_br0650
  article-title: Relational object tracking and learning
– start-page: 152
  year: 1990
  ident: 10.1016/j.ijar.2024.109130_br0150
  article-title: Probabilistic logic programs and their semantics
– ident: 10.1016/j.ijar.2024.109130_br0570
– volume: 16
  start-page: 523
  year: 2007
  ident: 10.1016/j.ijar.2024.109130_br0140
  article-title: Efficient query evaluation on probabilistic databases
  publication-title: VLDB J.
  doi: 10.1007/s00778-006-0004-3
– start-page: 3981
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0290
  article-title: Solving probability problems in natural language
– start-page: 2462
  year: 2007
  ident: 10.1016/j.ijar.2024.109130_br0230
  article-title: ProbLog: a probabilistic Prolog and its application in link discovery
– start-page: 234
  year: 2016
  ident: 10.1016/j.ijar.2024.109130_br0010
  article-title: A probabilistic logic programming approach to automatic video montage
– ident: 10.1016/j.ijar.2024.109130_br0830
– start-page: 105
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0550
  article-title: The event calculus in probabilistic logic programming with annotated disjunctions
– start-page: 3
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0430
  article-title: Inference and learning in probabilistic argumentation
– volume: 126
  start-page: 181
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br0060
  article-title: Semiring programming: a semantic framework for generalized sum product problems
  publication-title: Int. J. Approx. Reason.
  doi: 10.1016/j.ijar.2020.08.001
– volume: 172
  start-page: 772
  year: 2008
  ident: 10.1016/j.ijar.2024.109130_br0130
  article-title: On probabilistic inference by weighted model counting
  publication-title: Artif. Intell.
  doi: 10.1016/j.artint.2007.11.002
– volume: 2
  year: 2019
  ident: 10.1016/j.ijar.2024.109130_br0390
  article-title: Representing dynamic biological networks with multi-scale probabilistic models
  publication-title: Commun. Biol.
  doi: 10.1038/s42003-018-0268-3
– year: 2021
  ident: 10.1016/j.ijar.2024.109130_br0960
– start-page: 29
  year: 2016
  ident: 10.1016/j.ijar.2024.109130_br0410
  article-title: Toward computing conflict-based diagnoses in probabilistic logic programming
– start-page: 7825
  year: 2019
  ident: 10.1016/j.ijar.2024.109130_br1020
  article-title: Exact and approximate weighted model integration with probability density functions using knowledge compilation
– start-page: 209
  year: 2011
  ident: 10.1016/j.ijar.2024.109130_br0470
  article-title: An algebraic Prolog for reasoning about possible worlds
– start-page: 529
  year: 2023
  ident: 10.1016/j.ijar.2024.109130_br0240
  article-title: Neural probabilistic logic programming in discrete-continuous domains
– start-page: 430
  year: 2021
  ident: 10.1016/j.ijar.2024.109130_br0780
  article-title: Intent recognition in smart homes with ProbLog
– volume: 64
  start-page: 81
  year: 1993
  ident: 10.1016/j.ijar.2024.109130_br0700
  article-title: Probabilistic Horn abduction and Bayesian networks
  publication-title: Artif. Intell.
  doi: 10.1016/0004-3702(93)90061-F
– start-page: 45
  year: 2012
  ident: 10.1016/j.ijar.2024.109130_br0930
  article-title: Statistical relational learning for prognostics
– start-page: 773
  year: 2019
  ident: 10.1016/j.ijar.2024.109130_br0880
  article-title: A hierarchical approach to active semantic mapping using probabilistic logic and information reward POMDPs
– volume: 22
  start-page: 419
  year: 1997
  ident: 10.1016/j.ijar.2024.109130_br0500
  article-title: ProbView: a flexible probabilistic database system
  publication-title: ACM Trans. Database Syst.
  doi: 10.1145/261124.261131
– year: 2021
  ident: 10.1016/j.ijar.2024.109130_br0040
  article-title: A neuro-symbolic approach to structured event recognition
– start-page: 778
  year: 2015
  ident: 10.1016/j.ijar.2024.109130_br0950
  article-title: ProbLog program based ontology matching
– volume: 593
  start-page: 546
  year: 2022
  ident: 10.1016/j.ijar.2024.109130_br0270
  article-title: A landscape and implementation framework for probabilistic rough sets using ProbLog
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2021.12.062
– volume: 43
  start-page: 1393
  year: 2019
  ident: 10.1016/j.ijar.2024.109130_br0020
  article-title: Semantic and geometric reasoning for robotic grasping: a probabilistic logic approach
  publication-title: Auton. Robots
  doi: 10.1007/s10514-018-9784-8
– volume: 106
  start-page: 1933
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0670
  article-title: kProbLog: an algebraic Prolog for machine learning
  publication-title: Mach. Learn.
  doi: 10.1007/s10994-017-5668-y
– start-page: 1330
  year: 1997
  ident: 10.1016/j.ijar.2024.109130_br0760
  article-title: PRISM: a language for symbolic-statistical modeling
– start-page: 1468
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br0300
  article-title: ADDMC: weighted model counting with algebraic decision diagrams
– start-page: 640
  year: 2009
  ident: 10.1016/j.ijar.2024.109130_br0660
  article-title: SPROUT: lazy vs. eager query plans for tuple-independent probabilistic databases
– start-page: 715
  year: 1995
  ident: 10.1016/j.ijar.2024.109130_br0750
  article-title: A statistical learning method for logic programs with distribution semantics
– start-page: 259
  year: 2018
  ident: 10.1016/j.ijar.2024.109130_br0800
  article-title: Modeling and reasoning with ProbLog: an application in recognizing complex activities
– year: 2018
  ident: 10.1016/j.ijar.2024.109130_br0720
– start-page: 84
  year: 1992
  ident: 10.1016/j.ijar.2024.109130_br0840
  article-title: Why is Boolean complexity theory difficult?
– ident: 10.1016/j.ijar.2024.109130_br0080
– start-page: 328
  year: 1986
  ident: 10.1016/j.ijar.2024.109130_br0360
  article-title: A probability model of uncertainty in data bases
– year: 2021
  ident: 10.1016/j.ijar.2024.109130_br0090
– start-page: 95
  year: 2011
  ident: 10.1016/j.ijar.2024.109130_br0610
  article-title: Statistical relational learning of object affordances for robotic manipulation
– volume: 22
  start-page: 46
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0450
  article-title: Algebraic model counting
  publication-title: J. Appl. Log.
  doi: 10.1016/j.jal.2016.11.031
– start-page: 1852
  year: 2015
  ident: 10.1016/j.ijar.2024.109130_br0920
  article-title: Anytime inference in probabilistic logic programs with TP-Compilation
– start-page: 3627
  year: 2021
  ident: 10.1016/j.ijar.2024.109130_br0790
  article-title: Mapping probability word problems to executable representations
– volume: 82
  start-page: 239
  year: 2011
  ident: 10.1016/j.ijar.2024.109130_br0820
  article-title: Stochastic relational processes: efficient inference and applications
  publication-title: Mach. Learn.
  doi: 10.1007/s10994-010-5213-8
– ident: 10.1016/j.ijar.2024.109130_br0980
– start-page: 181
  year: 2010
  ident: 10.1016/j.ijar.2024.109130_br0310
  article-title: Dyna: extending datalog for modern AI
– start-page: 101
  year: 2013
  ident: 10.1016/j.ijar.2024.109130_br0280
  article-title: Fun with semirings: a functional pearl on the abuse of linear algebra
– start-page: 2437
  year: 2019
  ident: 10.1016/j.ijar.2024.109130_br0850
  article-title: Ontology-mediated queries over probabilistic data via probabilistic logic programming
– volume: 298
  year: 2021
  ident: 10.1016/j.ijar.2024.109130_br0530
  article-title: Neural probabilistic logic programming in DeepProbLog
  publication-title: Artif. Intell.
  doi: 10.1016/j.artint.2021.103504
– start-page: 431
  year: 2004
  ident: 10.1016/j.ijar.2024.109130_br0890
  article-title: Logic programs with annotated disjunctions
– start-page: 495
  year: 2017
  ident: 10.1016/j.ijar.2024.109130_br0510
  article-title: Combining stochastic constraint optimization and probabilistic programming - from knowledge compilation to constraint solving
– year: 2007
  ident: 10.1016/j.ijar.2024.109130_br0210
– start-page: 94
  year: 2021
  ident: 10.1016/j.ijar.2024.109130_br1000
  article-title: Neural semirings
– volume: 42
  start-page: 19
  year: 2018
  ident: 10.1016/j.ijar.2024.109130_br0590
  article-title: Relational affordances for multiple-object manipulation
  publication-title: Auton. Robots
  doi: 10.1007/s10514-017-9637-x
– start-page: 4373
  year: 2012
  ident: 10.1016/j.ijar.2024.109130_br0600
  article-title: Learning relational affordance models for robots in multi-object manipulation tasks
– start-page: 819
  year: 2011
  ident: 10.1016/j.ijar.2024.109130_br0170
  article-title: SDD: a new canonical representation of propositional knowledge bases
– volume: 12
  start-page: 84
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br0690
  article-title: Semantic relational object tracking
  publication-title: IEEE Trans. Cogn. Dev. Syst.
  doi: 10.1109/TCDS.2019.2915763
– volume: 1
  start-page: 6
  year: 2014
  ident: 10.1016/j.ijar.2024.109130_br0730
  article-title: A history of probabilistic inductive logic programming
  publication-title: Front. Robot. AI
  doi: 10.3389/frobt.2014.00006
– volume: 69
  start-page: 1
  year: 2022
  ident: 10.1016/j.ijar.2024.109130_br0380
  article-title: Generative datalog with continuous distributions
  publication-title: J. ACM
– volume: 34
  start-page: 501
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br0860
  article-title: onto2problog: a probabilistic ontology-mediated querying system using probabilistic logic programming
  publication-title: Künstl. Intell.
  doi: 10.1007/s13218-020-00670-x
– volume: 34
  start-page: 25134
  year: 2021
  ident: 10.1016/j.ijar.2024.109130_br0420
  article-title: Scallop: from probabilistic deductive databases to scalable differentiable reasoning
  publication-title: Adv. Neural Inf. Process. Syst.
– volume: 78
  start-page: 15
  year: 2016
  ident: 10.1016/j.ijar.2024.109130_br0940
  article-title: Tp-compilation for inference in probabilistic logic programs
  publication-title: Int. J. Approx. Reason.
  doi: 10.1016/j.ijar.2016.06.009
– start-page: 87
  year: 2019
  ident: 10.1016/j.ijar.2024.109130_br0970
  article-title: DeepCEP: deep complex event processing using distributed multimodal information
– year: 1988
  ident: 10.1016/j.ijar.2024.109130_br0680
– start-page: 71
  year: 1987
  ident: 10.1016/j.ijar.2024.109130_br0120
  article-title: The theory of probabilistic databases
– start-page: 2569
  year: 2020
  ident: 10.1016/j.ijar.2024.109130_br0250
  article-title: Algebraic circuits for decision theoretic inference and learning
– start-page: 953
  year: 2006
  ident: 10.1016/j.ijar.2024.109130_br0070
  article-title: ULDBs: databases with uncertainty and lineage
– start-page: 282
  year: 1995
  ident: 10.1016/j.ijar.2024.109130_br0340
  article-title: Probabilistic datalog—a logic for powerful retrieval methods
– volume: 11
  start-page: 663
  year: 2011
  ident: 10.1016/j.ijar.2024.109130_br0400
  article-title: The magic of logical inference in probabilistic programming
  publication-title: Theory Pract. Log. Program.
  doi: 10.1017/S1471068411000238
– start-page: 178
  year: 2012
  ident: 10.1016/j.ijar.2024.109130_br0580
  article-title: Opening doors: an initial SRL approach
SSID ssj0006748
Score 2.4784226
Snippet The field of probabilistic logic programming (PLP) focuses on integrating probabilistic models into programming languages based on logic. Over the past 30...
SourceID swepub
crossref
elsevier
SourceType Open Access Repository
Enrichment Source
Index Database
Publisher
StartPage 109130
SubjectTerms Model counting
Neuro-symbolic AI
Probabilistic logic programming
Semiring programming
Title Semirings for probabilistic and neuro-symbolic logic programming
URI https://dx.doi.org/10.1016/j.ijar.2024.109130
https://urn.kb.se/resolve?urn=urn:nbn:se:oru:diva-115044
Volume 171
WOSCitedRecordID wos001256916700001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVESC
  databaseName: Elsevier SD Freedom Collection Journals 2021
  customDbUrl:
  eissn: 1873-4731
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0006748
  issn: 0888-613X
  databaseCode: AIEXJ
  dateStart: 20211213
  isFulltext: true
  titleUrlDefault: https://www.sciencedirect.com
  providerName: Elsevier
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3Nb9MwFLfKxoEL34jxpRwQlyrTZjuOc6OCIUBiQmxMFZfIsZ2Rak2npK3Klb-c568kBTEBEodGVdrEkd_Lez8__fx7CD3HREPWUjhWBKcxxVjEkIazWOqMY6kLpllhm02kx8d8Os0-jkbfw16Y9UVa13yzyS7_q6nhHBjbbJ39C3N3N4UT8B2MDkcwOxz_yPAnel41thmnYRCahjFWRLcNyqxWwTJuv80LIwk8trEv0LTmIZHNeoJ7Xy8cqExYKfJNBXDXtF0RrS3qdqBYmwK86QJqQ9pZVcsBveaDqL8Kvdae11113vllVSnDNgNQ346tvEHj2who1Sz6m48_Ca1cQWElh1ULTDvOnC-lhe00W2xPiHgc1rK2QTAkJxeReUpimvpUEUK2a9vyS_h3lYjZfjUTRusV032re3rQJ7uOgnhiBjNjGRIthCVyDe3iNMkgVu5O3h1N33f53LRjcWsR93B-65VjCf480m_hzVCH1mKX09vopl90RBPnLHfQSNd30a3Q0CPy8f0eetn5TgS-E235TgS-E237TmR9Jxr4zn30-c3R6au3sW-xEUtC-DJOmBYJF1mqDauUFSozeKVUWJSsYKliEpeAkQVTgNQ5gZ81QP5CSXj1ARtT8gDt1ItaP0QRYQdEpkpSqTiFPMHJIWMl5aWgsOzVyR46DDOTS68_b9qgXOSBaDjLzWzmZjZzN5t7aNxdc-nUV678dxImPPf40eHCHPzjyuteOOt0YxjN9dfV2SRfNOfwWeVm3UTpo38c4DG60b8DT9DOslnpp-i6XC-rtnnm_e0HfAClbg
linkProvider Elsevier
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Semirings+for+probabilistic+and+neuro-symbolic+logic+programming&rft.jtitle=International+journal+of+approximate+reasoning&rft.au=Derkinderen%2C+Vincent&rft.au=Manhaeve%2C+Robin&rft.au=Zuidberg+Dos+Martires%2C+Pedro&rft.au=De+Raedt%2C+Luc&rft.date=2024-08-01&rft.pub=Elsevier+Inc&rft.issn=0888-613X&rft.eissn=1873-4731&rft.volume=171&rft_id=info:doi/10.1016%2Fj.ijar.2024.109130&rft.externalDocID=S0888613X24000173
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0888-613X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0888-613X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0888-613X&client=summon