Interpretability

BinMetric: A Comprehensive Binary Code Analysis Benchmark for Large Language Models IJCAI 2025 Biomedical Hypothesis Explainability with Graph-Based Context Retrieval MLHC 2025 BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology CVPR 2025 BlackboxNLP-2025 MIB Shared Task: Exploring Ensemble Strategies for Circuit Localization Methods EMNLP 2025 BlackboxNLP-2025 MIB Shared Task: Improving Circuit Faithfulness via Better Edge Selection EMNLP 2025 BlackboxNLP-2025 MIB Shared Task: IPE: Isolating Path Effects for Improving Latent Circuit Identification EMNLP 2025 Black-Box Visual Prompt Engineering for Mitigating Object Hallucination in Large Vision Language Models NAACL 2025 Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events CVPR 2025 Bold Claims or Self-Doubt? Factuality Hallucination Type Detection via Belief State EMNLP 2025 Boltzmann Semantic Score: A Semantic Metric for Evaluating Large Vision Models Using Large Language Models ICLR 2025 BoolXAI: Explainable AI Using Expressive Boolean Formulas AAAI 2025 Boosting the visual interpretability of CLIP via adversarial fine-tuning ICLR 2025 BoxLM: Unifying Structures and Semantics of Medical Concepts for Diagnosis Prediction in Healthcare ICML 2025 BrainOOD: Out-of-distribution Generalizable Brain Network Analysis ICLR 2025 Branches: Efficiently Seeking Optimal Sparse Decision Trees via AO* ICML 2025 Breaking Bad Tokens: Detoxification of LLMs Using Sparse Autoencoders EMNLP 2025 Breaking the Reviewer: Assessing the Vulnerability of Large Language Models in Automated Peer Review Under Textual Adversarial Attacks EMNLP 2025 Bridging the Faithfulness Gap in Prototypical Models NAACL 2025 Bridging the Gap between Expert and Language Models: Concept-guided Chess Commentary Generation and Evaluation NAACL 2025 Bridging the Gap Between Ideal and Real-world Evaluation: Benchmarking AI-Generated Image Detection in Challenging Scenarios ICCV 2025 Bringing Interpretability to Neural Audio Codecs Interspeech 2025 Brittle Minds, Fixable Activations: Understanding Belief Representations in Language Models EMNLP 2025 BullyBench: Youth & Experts-in-the-loop Framework for Intrinsic and Extrinsic Cyberbullying NLP Benchmarking EMNLP 2025 CADReview: Automatically Reviewing CAD Programs with Error Detection and Correction ACL 2025 CafGa: Customizing Feature Attributions to Explain Language Models EMNLP 2025