Theory

Generalization Analysis for Multi-Label Learning ICML 2024 Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation ICML 2024 Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization AISTATS 2024 Generalization Error Bounds for Two-stage Recommender Systems with Tree Structure NeurIPS 2024 Generalization error of spectral algorithms ICLR 2024 Generalization of Hamiltonian algorithms NeurIPS 2024 Generalized Fast Exact Conformalization NeurIPS 2024 Generalized Tensor Decomposition for Understanding Multi-Output Regression under Combinatorial Shifts NeurIPS 2024 Generating Benchmarks for Factuality Evaluation of Language Models EACL 2024 Geometry of naturalistic object representations in recurrent neural network models of working memory NeurIPS 2024 GLBench: A Comprehensive Benchmark for Graph with Large Language Models NeurIPS 2024 GNNCert: Deterministic Certification of Graph Neural Networks against Adversarial Perturbations ICLR 2024 GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking ICLR 2024 Goidelex: A Lexical Resource for Old Irish COLING 2024 Going Beyond Neural Network Feature Similarity: The Network Feature Complexity and Its Interpretation Using Category Theory ICLR 2024 GPT-Fathom: Benchmarking Large Language Models to Decipher the Evolutionary Path towards GPT-4 and Beyond NAACL 2024 Gradient-Free Methods for Nonconvex Nonsmooth Stochastic Compositional Optimization NeurIPS 2024 Graph Neural Networks and Arithmetic Circuits NeurIPS 2024 Graph neural networks and non-commuting operators NeurIPS 2024 Graph Neural Networks Do Not Always Oversmooth NeurIPS 2024 Graph Neural Networks Use Graphs When They Shouldn’t ICML 2024 Grokking as a First Order Phase Transition in Two Layer Networks ICLR 2024 Grokking phase transitions in learning local rules with gradient descent JMLR 2024 Grounding and Enhancing Grid-based Models for Neural Fields CVPR 2024 Guaranteed Approximation Bounds for Mixed-Precision Neural Operators ICLR 2024