concept-based explanation

Benchmarking XAI Explanations with Human-Aligned Evaluations AAAI 2026 Interpreto: An Explainability Library for Transformers ACL 2026 Measuring the (Un)Faithfulness of Concept-Based Explanations CVPR 2026 CE-FAM: Concept-Based Explanation via Fusion of Activation Maps ICCV 2025 CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification CVPR 2025 ConSim: Measuring Concept-Based Explanations’ Effectiveness with Automated Simulatability ACL 2025 Enhancing the Comprehensibility of Text Explanations via Unsupervised Concept Discovery ACL 2025 FastCAV: Efficient Computation of Concept Activation Vectors for Explaining Deep Neural Networks ICML 2025 Multi-Domain Explainability of Preferences EMNLP 2025 Cutting the Black Box: Conceptual Interpretation of a Deep Neural Net with Multi-Modal Embeddings and Multi-Criteria Decision Aid IJCAI 2024 DiConStruct: Causal Concept-based Explanations through Black-Box Distillation CLeaR 2024 Evaluating Readability and Faithfulness of Concept-based Explanations EMNLP 2024 Explaining Language Model Predictions with High-Impact Concepts EACL 2024 Relational Concept Bottleneck Models NeurIPS 2024 Causal Proxy Models for Concept-based Model Explanations ICML 2023 COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP ACL 2023 Concept-based Explanations for Out-of-Distribution Detectors ICML 2023 Concept-Based Explanations to Test for False Causal Relationships Learned by Abusive Language Classifiers ACL 2023 CRAFT: Concept Recursive Activation FacTorization for Explainability CVPR 2023 Explain Any Concept: Segment Anything Meets Concept-Based Explanation NeurIPS 2023 Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space CVPR 2023 Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality (Extended Abstract) IJCAI 2023 NxPlain: A Web-based Tool for Discovery of Latent Concepts EACL 2023 Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability CVPR 2023 Spatial-Temporal Concept Based Explanation of 3D ConvNets CVPR 2023