Suchergebnisse - "Gradient-based explainability"

Mind the gap: from plausible to valid self-explanations in large language models

Autoren: Randl, Korbinian Robert Pavlopoulos, John Henriksson, Aron et al.

Quelle: Machine Learning. 114(10)

Schlagwörter: Attention-based explainability, Counterfactuals, Gradient-based explainability, Interpretability, Large language models (LLMs), Self-explanations

Dateibeschreibung: print

Zugangs-URL: https://urn.kb.se/resolve?urn=urn:nbn:se:su:diva-246656
https://doi.org/10.1007/s10994-025-06838-6

On the Interaction of Belief Bias and Explanations

Autoren: González, Ana Valeria Rogers, Anna Søgaard, Anders

Quelle: Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021. :2930-2942

Schlagwörter: FOS: Computer and information sciences, Computer Science - Computation and Language, Gradient-Based Explainability, Computer Science - Human-Computer Interaction, Belief Bias, 02 engineering and technology, 01 natural sciences, Human-Computer Interaction (cs.HC), Explainability Methods, 0202 electrical engineering, electronic engineering, information engineering, Human Evaluation, Evaluation Metrics, Computation and Language (cs.CL), 0105 earth and related environmental sciences

Zugangs-URL: https://aclanthology.org/2021.findings-acl.259.pdf
http://arxiv.org/abs/2106.15355
https://aclanthology.org/2021.findings-acl.259/
https://2021.aclweb.org/program/accept/#916
https://doi.org/10.18653/v1/2021.findings-acl.259
https://dblp.uni-trier.de/db/journals/corr/corr2106.html#abs-2106-15355
https://www.arxiv-vanity.com/papers/2106.15355/
https://arxiv.org/abs/2106.15355

Towards greater neuroimaging classification transparency via the integration of explainability methods and confidence estimation approaches

Autoren: Charles A. Ellis Robyn L. Miller Vince D. Calhoun

Quelle: Informatics in Medicine Unlocked, Vol 37, Iss , Pp 101176- (2023)

Schlagwörter: Neuroimaging, Explainable artificial intelligence, Gradient-based explainability methods, Monte Carlo dropout, Monte Carlo batch normalization, Clinical decision support systems, Computer applications to medicine. Medical informatics, R858-859.7

Dateibeschreibung: electronic resource

Relation: http://www.sciencedirect.com/science/article/pii/S2352914823000187; https://doaj.org/toc/2352-9148

Zugangs-URL: https://doaj.org/article/d8a641cb9d8a4d978b720677c13599c8