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self-explaining model

10 papers

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Co-occurring keywords · papers mentioning both

text classification (3) neural network (2) case-based reasoning (2) model interpretability (2) feature attribution (2) representation learning (2) similarity calculation (1) concept attribution (1) image patch (1) sequential data modeling (1)

Papers

Aligning Attention with Human Rationales for Self-Explaining Hate Speech Detection AAAI 2026 Enhancing Interpretability for Vision Models via Shapley Value Optimization AAAI 2026 Finding NEM-U: Explaining unsupervised representation learning through neural network generated explanation masks ICML 2024 Learning to Select Prototypical Parts for Interpretable Sequential Data Modeling AAAI 2023 MGR: Multi-generator Based Rationalization ACL 2023 Are Shortest Rationales the Best Explanations for Human Understanding? ACL 2022 ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022 Self-explaining deep models with logic rule reasoning NeurIPS 2022 SELFEXPLAIN: A Self-Explaining Architecture for Neural Text Classifiers EMNLP 2021 Towards Robust Interpretability with Self-Explaining Neural Networks NeurIPS 2018