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

Towards Automating Model Explanations with Certified Robustness Guarantees AAAI 2022

Example or Prototype? Learning Concept-Based Explanations in Time-Series ACML 2022

A Framework for Learning Ante-Hoc Explainable Models via Concepts CVPR 2022

HINT: Hierarchical Neuron Concept Explainer CVPR 2022

Algorithmic Concept-Based Explainable Reasoning AAAI 2022

Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment Information EMNLP 2022

SkinCon: A skin disease dataset densely annotated by domain experts for fine-grained debugging and analysis NIPS 2022

Invertible Concept-based Explanations for CNN Models with Non-negative Concept Activation Vectors AAAI 2021

A Peek Into the Reasoning of Neural Networks: Interpreting With Structural Visual Concepts CVPR 2021

Explanation-based Data Augmentation for Image Classification NIPS 2021

On Completeness-aware Concept-Based Explanations in Deep Neural Networks NIPS 2020

CoCoX: Generating Conceptual and Counterfactual Explanations via Fault-Lines AAAI 2020

Towards Automatic Concept-based Explanations NIPS 2019