Theory

Proper losses regret at least 1/2-order JMLR 2025 Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning ICLR 2025 ProxAnn: Use-Oriented Evaluations of Topic Models and Document Clustering ACL 2025 Quantifying Generalization Complexity for Large Language Models ICLR 2025 Quantifying the Influence of Evaluation Aspects on Long-Form Response Assessment COLING 2025 Quickest Detection of Adversarial Attacks Against Correlated Equilibria AAAI 2025 R2Det: Exploring Relaxed Rotation Equivariance in 2D Object Detection ICLR 2025 RAIDEN Benchmark: Evaluating Role-playing Conversational Agents with Measurement-Driven Custom Dialogues COLING 2025 Randomized Smoothing Meets Vision-Language Models EMNLP 2025 Random ReLU Neural Networks as Non-Gaussian Processes JMLR 2025 Range, not Independence, Drives Modularity in Biologically Inspired Representations ICLR 2025 RankSHAP: Shapley Value Based Feature Attributions for Learning to Rank ICLR 2025 RCScore: Quantifying Response Consistency in Large Language Models EMNLP 2025 RD-DPP: Rate-Distortion Theory Meets Determinantal Point Process to Diversify Learning Data Samples WACV 2025 Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference ACL 2025 Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation ACL 2025 RedHerring Attack: Testing the Reliability of Attack Detection EMNLP 2025 ReEvalMed: Rethinking Medical Report Evaluation by Aligning Metrics with Real-World Clinical Judgment EMNLP 2025 Re-Evaluating the Impact of Unseen-Class Unlabeled Data on Semi-Supervised Learning Model ICLR 2025 Reframing Structure-Based Drug Design Model Evaluation via Metrics Correlated to Practical Needs ICLR 2025 REGen: A Reliable Evaluation Framework for Generative Event Argument Extraction EMNLP 2025 ReIFE: Re-evaluating Instruction-Following Evaluation NAACL 2025 Relaxed Class-consensus Consistency for Semi-supervised Semantic Segmentation AAAI 2025 Reliability of Topic Modeling NAACL 2025 ReliableEval: A Recipe for Stochastic LLM Evaluation via Method of Moments EMNLP 2025