Interpretability

SEEN-DA: SEmantic ENtropy guided Domain-aware Attention for Domain Adaptive Object Detection CVPR 2025 Selective Induction Heads: How Transformers Select Causal Structures in Context ICLR 2025 Selective Preference Aggregation ICML 2025 Self-attention-based Graph-of-Thought for Math Problem Solving ACL 2025 Self-calibration Enhanced Whole Slide Pathology Image Analysis IJCAI 2025 Self-Critique and Refinement for Faithful Natural Language Explanations EMNLP 2025 Self-Explainable Graph Transformer for Link Sign Prediction AAAI 2025 SELF-[IN]CORRECT: LLMs Struggle with Discriminating Self-Generated Responses AAAI 2025 Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models ICLR 2025 SelfPrompt: Autonomously Evaluating LLM Robustness via Domain-Constrained Knowledge Guidelines and Refined Adversarial Prompts COLING 2025 Semantic-Aware Interpretable Multimodal Music Auto-Tagging Interspeech 2025 Semantic Aware Representation Learning for Lifelong Learning ICLR 2025 Semantic Consistency-Based Uncertainty Quantification for Factuality in Radiology Report Generation NAACL 2025 Semantic Inversion, Identical Replies: Revisiting Negation Blindness in Large Language Models EMNLP 2025 Semantics-Adaptive Activation Intervention for LLMs via Dynamic Steering Vectors ICLR 2025 SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes SemEval 2025 SemEval-2025 Task 6: Multinational, Multilingual, Multi-Industry Promise Verification SemEval 2025 Semi-supervised Concept Bottleneck Models ICCV 2025 SenDetEX: Sentence-Level AI-Generated Text Detection for Human-AI Hybrid Content via Style and Context Fusion EMNLP 2025 Sensitivity Verification for Additive Decision Tree Ensembles ICLR 2025 Sentiment Reasoning for Healthcare ACL 2025 Separating Tongue from Thought: Activation Patching Reveals Language-Agnostic Concept Representations in Transformers ACL 2025 SEPSIS: I Can Catch Your Lies – A New Paradigm for Deception Detection ACL 2025 Sequential Conditional Transport on Probabilistic Graphs for Interpretable Counterfactual Fairness AAAI 2025 SFAL: Semantic-Functional Alignment Scores for Distributional Evaluation of Auto-Interpretability in Sparse Autoencoders EMNLP 2025