Theory

Voting or Consensus? Decision-Making in Multi-Agent Debate ACL 2025 VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos ICCV 2025 Wasserstein Convergence Guarantees for a General Class of Score-Based Generative Models JMLR 2025 What am I missing here?: Evaluating Large Language Models for Masked Sentence Prediction IJCNLP 2025 What Do Machine Learning Researchers Mean by “Reproducible”? AAAI 2025 What is Wrong with Perplexity for Long-context Language Modeling? ICLR 2025 What Makes You Special? Contrastive Heuristics Based on Qualified Dominance IJCAI 2025 What We Talk About When We Talk About LMs: Implicit Paradigm Shifts and the Ship of Language Models NAACL 2025 When Audio and Text Disagree: Revealing Text Bias in Large Audio-Language Models EMNLP 2025 When Can We Solve the Weighted Low Rank Approximation Problem in Truly Subquadratic Time? AISTATS 2025 When is Task Vector Provably Effective for Model Editing? A Generalization Analysis of Nonlinear Transformers ICLR 2025 When LRP Diverges from Leave-One-Out in Transformers EMNLP 2025 Why Uncertainty Estimation Methods Fall Short in RAG: An Axiomatic Analysis ACL 2025 Wide Neural Networks Trained with Weight Decay Provably Exhibit Neural Collapse ICLR 2025 Witty: An Efficient Solver for Computing Minimum-Size Decision Trees AAAI 2025 Your Model is Overconfident, and Other Lies We Tell Ourselves ACL 2025 A Benchmark Study on Calibration ICLR 2024 A Boosting-Type Convergence Result for AdaBoost.MH with Factorized Multi-Class Classifiers NeurIPS 2024 Abstract Reward Processes: Leveraging State Abstraction for Consistent Off-Policy Evaluation NeurIPS 2024 A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark CVPR 2024 A Canonicalization Perspective on Invariant and Equivariant Learning NeurIPS 2024 Accelerating Diffusion Models with Parallel Sampling: Inference at Sub-Linear Time Complexity NeurIPS 2024 A Characterization Theorem for Equivariant Networks with Point-wise Activations ICLR 2024 Achievable distributional robustness when the robust risk is only partially identified NeurIPS 2024 A Closer Look at AUROC and AUPRC under Class Imbalance NeurIPS 2024