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concept discovery

33 papers

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model interpretability (5) self-supervised learning (5) representation learning (4) unsupervised learning (4) vision-language model (3) deep neural network (3) concept learning (3) neural network interpretability (3) zero-shot learning (3) multimodal pretraining (2)

Papers

When are post-hoc conceptual explanations identifiable? UAI 2023 Analyzing Encoded Concepts in Transformer Language Models NAACL 2022 HINT: Hierarchical Neuron Concept Explainer CVPR 2022 Latent Space Explanation by Intervention AAAI 2022 Unsupervised Causal Binary Concepts Discovery with VAE for Black-Box Model Explanation AAAI 2022 SciConceptMiner: A system for large-scale scientific concept discovery ACL 2021 CoCoX: Generating Conceptual and Counterfactual Explanations via Fault-Lines AAAI 2020 ConceptLearner: Discovering Visual Concepts From Weakly Labeled Image Collections CVPR 2015