Search Results - typical-case computational complexity

Computational complexity of deep learning: fundamental limitations and empirical phenomena

Authors: Barak, Boaz Carrell, Annabelle Favero, Alessandro et al.

Subject Terms: machine learning, typical-case computational complexity

Relation: Journal of Statistical Mechanics: Theory and Experiment; #PLACEHOLDER_PARENT_METADATA_VALUE#; https://infoscience.epfl.ch/handle/20.500.14299/244106

Availability: https://doi.org/10.1088/1742-5468/ad3a5b
https://infoscience.epfl.ch/handle/20.500.14299/244106
https://hdl.handle.net/20.500.14299/244106

Scalable network reconstruction in subquadratic time.

Authors: Peixoto, Tiago P.

Source: Proceedings of the Royal Society A: Mathematical, Physical & Engineering Sciences; 10/15/2025, Vol. 481 Issue 2324, p1-20, 20p

Subject Terms: COMPUTATIONAL complexity, TIME complexity, STATISTICAL models, SPARSE graphs, OPTIMIZATION algorithms, HEURISTIC, PARALLEL algorithms, RECONSTRUCTION (Graph theory)

The neural dynamics associated with computational complexity.

Authors: Franco, Juan Pablo Bossaerts, Peter Murawski, Carsten

Source: PLoS Computational Biology; 9/23/2024, Vol. 20 Issue 9, p1-27, 27p

Subject Terms: FUNCTIONAL magnetic resonance imaging, PARIETAL lobe, COMPUTATIONAL complexity, KNAPSACK problems, COMPLEXITY (Philosophy)

The Quantum Approximate Optimization Algorithm Needs to See the Whole Graph: A Typical Case

Authors: Farhi, Edward Gamarnik, David Gutmann, Sam

Subject Terms: FOS: Computer and information sciences, Quantum Physics, Computer Science - Computational Complexity, 0103 physical sciences, FOS: Physical sciences, Computational Complexity (cs.CC), Quantum Physics (quant-ph), 01 natural sciences

Access URL: http://arxiv.org/abs/2004.09002

Harnessing Computational Complexity Theory to Model Human Decision‐making and Cognition.

Authors: Franco, Juan Pablo Murawski, Carsten

Source: Cognitive Science; Jun2023, Vol. 47 Issue 6, p1-7, 7p

Subject Terms: COMPUTATIONAL complexity, COMPLEXITY (Philosophy), MODEL theory, COGNITION, DECISION making

Fast Parameterized Preprocessing for Polynomial-Time Solvable Graph Problems.

Authors: Himmel, Anne-Sophie Mertzios, George B. Nichterlein, André et al.

Source: Communications of the ACM; Apr2024, Vol. 67 Issue 4, p70-79, 10p

Subject Terms: PARAMETERIZATION, POLYNOMIAL time algorithms, NP-hard problems, COMPUTATIONAL complexity, DATA structures

Computational complexity of decisions: Quantifying computational hardness and its effects on human computation

Authors: Franco Ulloa, Juan Pablo

Index Terms: computational complexity, computational hardness, computational difficulty, decision-making, problem-solving, human behavior, cognition, neuroscience, fMRI, typical-case complexity, instance complexity, knapsack problem, traveling salesperson problem, boolean satisfiability problem, PhD thesis

URL: http://hdl.handle.net/11343/288209

A survey on filtered-x least mean square-based active noise control systems with emphasis on reducing computational complexity.

Authors: Li, Xiaolong Chen, Wan Liu, Zhien et al.

Source: EURASIP Journal on Advances in Signal Processing; 12/9/2023, Vol. 2023 Issue 1, p1-30, 30p

Subject Terms: ACTIVE noise control, COMPUTATIONAL complexity, NOISE control

A Quantum String‐Matching Algorithm.

Authors: Prousalis, Konstantinos Kydros, Asimakis Konofaos, Nikos

Source: Advanced Quantum Technologies; Mar2025, Vol. 8 Issue 3, p1-13, 13p

Subject Terms: QUANTUM computing, ALGORITHMS, TIME complexity, COMPUTATIONAL complexity, SIGNAL denoising

SUPERFAST DIRECT INVERSION OF THE NONUNIFORM DISCRETE FOURIER TRANSFORM VIA HIERARCHICALLY SEMISEPARABLE LEAST SQUARES.

Authors: WILBER, HEATHER EPPERLY, ETHAN N. BARNETT, ALEX H.

Source: SIAM Journal on Scientific Computing; 2025, Vol. 47 Issue 3, pA1702-A1732, 31p

Subject Terms: DISCRETE Fourier transforms, LINEAR systems, LOW-rank matrices, MATRICES (Mathematics), LEAST squares, MATRIX inversion, COMPUTATIONAL complexity

The Smoothed Complexity of Computing Kemeny and Slater Rankings

Authors: Xia, Lirong Zheng, Weiqiang

Source: Proceedings of the AAAI Conference on Artificial Intelligence. 35:5742-5750

Subject Terms: FOS: Computer and information sciences, Computer Science - Computational Complexity, Computer Science - Computer Science and Game Theory, 0202 electrical engineering, electronic engineering, information engineering, 0102 computer and information sciences, 02 engineering and technology, Computational Complexity (cs.CC), 01 natural sciences, Computer Science and Game Theory (cs.GT)

Access URL: http://arxiv.org/abs/2010.13020

Disordered systems insights on computational hardness

Authors: Gamarnik, David Moore, Cristopher Zdeborova, Lenka

Subject Terms: Mechanics, Physics, Mathematical, cavity and replica method, message-passing algorithms, statistical inference, typical-case computational complexity, local algorithms, solvable model, max-cut, spin, positivstellensatz, complexity, number, inference, squares

Relation: https://infoscience.epfl.ch/record/298943/files/Gamarnik_2022_J._Stat._Mech._2022_114015.pdf; Journal Of Statistical Mechanics-Theory And Experiment; https://infoscience.epfl.ch/handle/20.500.14299/193347; WOS:000889335300001

Availability: https://doi.org/10.1088/1742-5468/ac9cc8
https://infoscience.epfl.ch/handle/20.500.14299/193347
https://hdl.handle.net/20.500.14299/193347

Low-Complexity Symbol Detection and Interference Cancellation for OTFS System.

Authors: Qu, Huiyang Liu, Guanghui Zhang, Lei et al.

Source: IEEE Transactions on Communications; Mar2021, Vol. 69 Issue 3, p1524-1537, 14p

Subject Terms: DOPPLER effect, MULTIPATH channels, DISTRIBUTION (Probability theory), MESSAGE passing (Computer science), MAGNITUDE (Mathematics), LEAST squares, INTERFERENCE channels (Telecommunications), COMPUTATIONAL complexity

Pest Detection Based on Lightweight Locality-Aware Faster R-CNN.

Authors: Li, Kai-Run Duan, Li-Jun Deng, Yang-Jun et al.

Source: Agronomy; Oct2024, Vol. 14 Issue 10, p2303, 14p

Subject Terms: COMPUTATIONAL complexity, PESTS, SPINE, GENERALIZATION, AGRICULTURE

A Hybrid Approach to Enhanced Signal Denoising Using Data-Driven Multiresolution Analysis with Detrended-Fluctuation-Analysis-Based Thresholding and Stationary Wavelet Transform.

Authors: Kozhamkulova, Fatima Akhtar, Muhammad Tahir

Source: Applied Sciences (2076-3417); Dec2024, Vol. 14 Issue 23, p10866, 31p

Subject Terms: SIGNAL denoising, HILBERT-Huang transform, COMPUTATIONAL complexity, COMPUTER simulation, SIGNALS & signaling

An Atypical Survey of Typical-Case Heuristic Algorithms

Authors: Hemaspaandra, Lane A. Williams, Ryan

Subject Terms: FOS: Computer and information sciences, F.1.3, I.2.8, F.2.2, Computer Science - Computational Complexity, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, Computer Science - Data Structures and Algorithms, Data Structures and Algorithms (cs.DS), Computational Complexity (cs.CC)

Access URL: http://arxiv.org/abs/1210.8099

Statistical mechanics of the maximum-average submatrix problem

Authors: Erba, Vittorio Krzakala, Florent Perez Ortiz, Rodrigo et al.

Source: WoS

Subject Terms: Technology, Physical Sciences, Cavity And Replica Method, Phase Diagrams, Typical-Case Computational Complexity

Relation: https://infoscience.epfl.ch/record/308803/files/Erba_2024_J._Stat._Mech._2024_013403.pdf; Journal Of Statistical Mechanics-Theory And Experiment; 200021_200390; https://infoscience.epfl.ch/handle/20.500.14299/205100; WOS:001144934900001

Availability: https://doi.org/10.1088/1742-5468/ad1391
https://infoscience.epfl.ch/handle/20.500.14299/205100
https://hdl.handle.net/20.500.14299/205100

Intra-Pulse Modulation Recognition of Radar Signals Based on Efficient Cross-Scale Aware Network.

Authors: Liang, Jingyue Luo, Zhongtao Liao, Renlong

Source: Sensors (14248220); Aug2024, Vol. 24 Issue 16, p5344, 17p

Subject Terms: CONVOLUTIONAL neural networks, PARALLEL processing, COMPUTATIONAL complexity, IMAGE recognition (Computer vision), RADAR

QuadGridSIM: A quadrilateral grid‐based method for high‐performance and robust trajectory similarity analysis.

Authors: Liu, Juqing Li, Jun Qiao, Linwei et al.

Source: Transactions in GIS; Feb2024, Vol. 28 Issue 1, p83-107, 25p

Subject Terms: SIMULATED annealing, COMPUTATIONAL complexity, QUADRILATERALS, COST effectiveness, DATA mining

Task-independent metrics of computational hardness predict human cognitive performance.

Authors: Franco, Juan Pablo Doroc, Karlo Yadav, Nitin et al.

Source: Scientific Reports; 7/28/2022, Vol. 12 Issue 1, p1-15, 15p

Subject Terms: COGNITIVE ability, HARDNESS, HUMAN behavior, COMPUTATIONAL complexity, COMPLEXITY (Philosophy)