Explainability

FunnyNodules: A Customizable Medical Dataset Tailored for Evaluating Explainable AI MIDL 2026 Generating Attribution Reports for Manipulated Facial Images: A Dataset and Baseline ACL 2026 Global Information Thresholding for Sufficient and Necessary Circuits CVPR 2026 Hidden Monotonicity: Explaining Deep Neural Networks via their DC Decomposition CVPR 2026 Interpreto: An Explainability Library for Transformers ACL 2026 Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization ACL 2026 JobMatchAI - An Intelligent Job Matching Platform Using Knowledge Graphs, Semantic Search and Explainable AI ACL 2026 LVLM-Aided Alignment of Task-Specific Vision Models CVPR 2026 Making the Classification Explanation Faithful to the Confidence Score CVPR 2026 MaskDiME: Adaptive Masked Diffusion for Precise and Efficient Visual Counterfactual Explanations CVPR 2026 Measuring the (Un)Faithfulness of Concept-Based Explanations CVPR 2026 MedForge: Interpretable Medical Deepfake Detection via Forgery-aware Reasoning ACL 2026 mllm-shap: A Shapley Value Explainability Platform for Text-Audio Multimodal Large Language Models ACL 2026 NeuReasoner: Towards Explainable, Controllable, and Unified Reasoning via Mixture-of-Neurons ACL 2026 Nonlinear Axiomatic Attribution for Cooperative Games UAI 2026 Parallel Universes, Parallel Languages: A Comprehensive Study on LLM-based Multilingual Counterfactual Example Generation ACL 2026 Pareto-Optimal Probabilistic Explanations: Balancing Cognitive Constraints and User Preferences UAI 2026 PR-XAI: PageRank-Based Feature Attribution for Transformers ACL 2026 Quantifying and Understanding Uncertainty in Large Reasoning Models ACL 2026 RECAP: Resistance Capture in Text-based Mental Health Counseling with Large Language Models CoNLL 2026 REFLEX: Self-Refining Explainable Fact-Checking via Verdict-Anchored Style Control ACL 2026 Rethinking Concept Bottleneck Models: From Pitfalls to Solutions CVPR 2026 Revitalizing Black-Box Interpretability: Actionable Interpretability for LLMs via Proxy Models ACL 2026 Robust Explanations for User Trust in Enterprise NLP Systems ACL 2026 Rounded or Streamlined Head? Bridging Concept Bottleneck Models and Attribute-Described Object Parts CVPR 2026