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Harnessing Computational Complexity Theory to Model Human Decision-making and Cognition
Cognitive Sciences, 2023A central aim of cognitive science is to understand the fundamental mechanisms that enable humans to navigate and make sense of complex environments. In this letter, we argue that computational complexity theory, a foundational framework for evaluating ...
J. P. Franco, Carsten Murawski
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A Generalized Quantifier Concept in Computational Complexity Theory
European Summer School in Logic, Language and Information, 1997A notion of generalized quantifier in computational complexity theory is explored and used to give a unified treatment of leaf language definability, oracle separations, type 2 operators, and circuits with monoidal gates.
H. Vollmer
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SIGACT News Complexity Theory Column 124 Meta-Mathematics of Computational Complexity Theory
Sigact NewsWe survey results on the formalization and independence of mathematical statements related to major open problems in computational complexity theory.
Igor C. Oliveira
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Local vs. Global Interpretability: A Computational Complexity Perspective
International Conference on Machine LearningThe local and global interpretability of various ML models has been studied extensively in recent years. However, despite significant progress in the field, many known results remain informal or lack sufficient mathematical rigor.
Shahaf Bassan, Guy Amir, Guy Katz
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On Computational Limits of Modern Hopfield Models: A Fine-Grained Complexity Analysis
International Conference on Machine LearningWe investigate the computational limits of the memory retrieval dynamics of modern Hopfield models from the fine-grained complexity analysis. Our key contribution is the characterization of a phase transition behavior in the efficiency of all possible ...
Jerry Yao-Chieh Hu +3 more
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Bridging the complexity gap in computational heterogeneous catalysis with machine learning
Nature Catalysis, 2023Tianyou Mou +7 more
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Current treatment and recent progress in gastric cancer
Ca-A Cancer Journal for Clinicians, 2021Smita S Joshi, Brian D Badgwell
exaly
Clinical management of metastatic colorectal cancer in the era of precision medicine
Ca-A Cancer Journal for Clinicians, 2022, Davide Ciardiello, Giulia Martini
exaly
Computational Complexity Theory
IAS/Park City Mathematics Series, 2004S. Rudich, A. Wigderson
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