concept-based explanation

38 papers

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Co-occurring keywords

model interpretability (510) explainable ai (478) neural network (6616) sentiment analysis (2079) natural language processing (2027) neural network interpretability (114) visual concept (41) deep neural network (1801) explainable artificial intelligence (130) image classification (1943)

Papers

Benchmarking XAI Explanations with Human-Aligned Evaluations AAAI 2026

Multi-Domain Explainability of Preferences EMNLP 2025

ConSim: Measuring Concept-Based Explanations’ Effectiveness with Automated Simulatability ACL 2025

CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification CVPR 2025

Enhancing the Comprehensibility of Text Explanations via Unsupervised Concept Discovery ACL 2025

CE-FAM: Concept-Based Explanation via Fusion of Activation Maps ICCV 2025

Relational Concept Bottleneck Models NIPS 2024

Explaining Language Model Predictions with High-Impact Concepts EACL 2024

Evaluating Readability and Faithfulness of Concept-based Explanations EMNLP 2024

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

CRAFT: Concept Recursive Activation FacTorization for Explainability CVPR 2023

COCKATIEL: COntinuous Concept ranKed ATtribution with Interpretable ELements for explaining neural net classifiers on NLP ACL 2023

Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability CVPR 2023

Concept-based Explanations for Out-of-Distribution Detectors ICML 2023

Spatial-Temporal Concept Based Explanation of 3D ConvNets CVPR 2023

NxPlain: A Web-based Tool for Discovery of Latent Concepts EACL 2023

Causal Proxy Models for Concept-based Model Explanations ICML 2023

Statistically Significant Concept-based Explanation of Image Classifiers via Model Knockoffs IJCAI 2023

Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality (Extended Abstract) IJCAI 2023

Explain Any Concept: Segment Anything Meets Concept-Based Explanation NIPS 2023

Grounding Counterfactual Explanation of Image Classifiers to Textual Concept Space CVPR 2023

Concept-Based Explanations to Test for False Causal Relationships Learned by Abusive Language Classifiers ACL 2023

State2Explanation: Concept-Based Explanations to Benefit Agent Learning and User Understanding NIPS 2023

CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior NIPS 2022