Theory

Emergence of a High-Dimensional Abstraction Phase in Language Transformers ICLR 2025 Empirical Study on Data Attributes Insufficiency of Evaluation Benchmarks for LLMs COLING 2025 Empowering LLMs with Logical Reasoning: A Comprehensive Survey IJCAI 2025 Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training AAAI 2025 Equilibria of the Colonel Blotto Games with Costs AAAI 2025 Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models ICLR 2025 Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025 Error Bounds for Gaussian Process Regression Under Bounded Support Noise with Applications to Safety Certification AAAI 2025 Error bounds for particle gradient descent, and extensions of the log-Sobolev and Talagrand inequalities JMLR 2025 Error Bounds for Physics-Informed Neural Networks in Fokker-Planck PDEs UAI 2025 ESGenius: Benchmarking LLMs on Environmental, Social, and Governance (ESG) and Sustainability Knowledge EMNLP 2025 Evaluating Input Feature Explanations through a Unified Diagnostic Evaluation Framework NAACL 2025 Evaluating LLMs with Multiple Problems at once ACL 2025 Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective ICLR 2025 Evaluating Sensitivity Consistency of Explanations WACV 2025 Evaluating the Consistency of LLM Evaluators COLING 2025 Evaluation and Incident Prevention in an Enterprise AI Assistant AAAI 2025 Even-if Explanations: Formal Foundations, Priorities and Complexity AAAI 2025 Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It IJCAI 2025 EvolveBench: A Comprehensive Benchmark for Assessing Temporal Awareness in LLMs on Evolving Knowledge ACL 2025 Exactly Tight Information-theoretic Generalization Bounds via Binary Jensen-Shannon Divergence ICML 2025 Examining False Positives under Inference Scaling for Mathematical Reasoning EMNLP 2025 Explainable Neural Networks with Guarantee: A Sparse Estimation Approach AAAI 2025 Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property IJCAI 2025 Explain It as Simple as Possible, but No Simpler – Explanation via Model Simplification for Addressing Inferential Gap (Abstract Reprint) IJCAI 2025