Interpretability

Whether LLMs Know If They Know: Identifying Knowledge Boundaries via Debiased Historical In-Context Learning ACL 2025 Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems ICML 2025 Who Brings the Frisbee: Probing Hidden Hallucination Factors in Large Vision-Language Model via Causality Analysis WACV 2025 "Who experiences large model decay and why?" A Hierarchical Framework for Diagnosing Heterogeneous Performance Drift ICML 2025 Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads ICCV 2025 Who Relies More on World Knowledge and Bias for Syntactic Ambiguity Resolution: Humans or LLMs? NAACL 2025 Who’s the Author? How Explanations Impact User Reliance in AI-Assisted Authorship Attribution EMNLP 2025 Who Taught You That? Tracing Teachers in Model Distillation ACL 2025 Who We Are, Where We Are: Mental Health at the Intersection of Person, Situation, and Large Language Models NAACL 2025 Why AI Is WEIRD and Shouldn't Be This Way: Towards AI for Everyone, with Everyone, by Everyone AAAI 2025 Why Does ChatGPT “Delve” So Much? Exploring the Sources of Lexical Overrepresentation in Large Language Models COLING 2025 Why Is Spatial Reasoning Hard for VLMs? An Attention Mechanism Perspective on Focus Areas ICML 2025 "Why Is There a Tumor?": Tell Me the Reason, Show Me the Evidence ICML 2025 Why LVLMs Are More Prone to Hallucinations in Longer Responses: The Role of Context ICCV 2025 Why Not Act on What You Know? Unleashing Safety Potential of LLMs via Self-Aware Guard Enhancement ACL 2025 Why Safeguarded Ships Run Aground? Aligned Large Language Models’ Safety Mechanisms Tend to Be Anchored in The Template Region ACL 2025 Why the Agent Made that Decision: Contrastive Explanation Learning for Reinforcement Learning IJCAI 2025 WildDoc: How Far Are We from Achieving Comprehensive and Robust Document Understanding in the Wild? EMNLP 2025 WILTing Trees: Interpreting the Distance Between MPNN Embeddings ICML 2025 WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification EMNLP 2025 Witnesses for Answer Sets of Basic Logic Programs IJCAI 2025 Words in Motion: Extracting Interpretable Control Vectors for Motion Transformers ICLR 2025 Words or Vision: Do Vision-Language Models Have Blind Faith in Text? CVPR 2025 XAIguiFormer: explainable artificial intelligence guided transformer for brain disorder identification ICLR 2025 X-Boundary: Establishing Exact Safety Boundary to Shield LLMs from Jailbreak Attacks without Compromising Usability EMNLP 2025