Interpretability

Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization Through Spare-Coding Transformer AAAI 2025 Can We Steer Reasoning Direction by Thinking Intervention? EMNLP 2025 Can We Talk Models Into Seeing the World Differently? ICLR 2025 Can We Translate Code Better with LLMs and Call Graph Analysis? IJCAI 2025 Can We Trust AI Doctors? A Survey of Medical Hallucination in Large Language and Large Vision-Language Models ACL 2025 Can We Verify Step by Step for Incorrect Answer Detection? IJCAI 2025 Can you SPLICE it together? A Human Curated Benchmark for Probing Visual Reasoning in VLMs EMNLP 2025 Capability Localization: Capabilities Can be Localized rather than Individual Knowledge ICLR 2025 CAPE: Context-Aware Personality Evaluation Framework for Large Language Models EMNLP 2025 Capturing Human Cognitive Styles with Language: Towards an Experimental Evaluation Paradigm NAACL 2025 Cascaded Information Disclosure for Generalized Evaluation of Problem Solving Capabilities IJCNLP 2025 CAST: Cross-modal Alignment Similarity Test for Vision Language Models COLING 2025 Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability JMLR 2025 Causal Concept Graph Models: Beyond Causal Opacity in Deep Learning ICLR 2025 Causal Explanation of Quality of Parent-Child Interactions with Multimodal Behavioral Features (Student Abstract) AAAI 2025 Causal Interventions Reveal Shared Structure Across English Filler–Gap Constructions EMNLP 2025 CAVE: Controllable Authorship Verification Explanations NAACL 2025 CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations ACL 2025 CE-Bench: Towards a Reliable Contrastive Evaluation Benchmark of Interpretability of Sparse Autoencoders EMNLP 2025 CE-FAM: Concept-Based Explanation via Fusion of Activation Maps ICCV 2025 Century: A Framework and Dataset for Evaluating Historical Contextualisation of Sensitive Images ICLR 2025 CER: Confidence Enhanced Reasoning in LLMs ACL 2025 Certain but not Probable? Differentiating Certainty from Probability in LLM Token Outputs for Probabilistic Scenarios EMNLP 2025 CertainlyUncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness ICLR 2025 Certified Robustness Under Bounded Levenshtein Distance ICLR 2025