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interpretable deep learning

13 papers

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prototype learning (4) neural network (2) concept bottleneck (2) model interpretability (2) weakly supervised learning (2) image classification (2) prototype network (1) graph neural network (1) legal decision making (1) trademark infringement (1)

Papers

CountXplain: Interpretable Cell Counting with Prototype-Based Density Map Estimation MIDL 2025 Explanation Bottleneck Models AAAI 2025 ProtoArgNet: Interpretable Image Classification with Super-Prototypes and Argumentation AAAI 2025 Gaussian Process Neural Additive Models AAAI 2024 Relational Concept Bottleneck Models NeurIPS 2024 RPCANet: Deep Unfolding RPCA Based Infrared Small Target Detection WACV 2024 MProtoNet: A Case-Based Interpretable Model for Brain Tumor Classification with 3D Multi-parametric Magnetic Resonance Imaging MIDL 2023 ProtoryNet - Interpretable Text Classification Via Prototype Trajectories JMLR 2023 Interpretable Low-Resource Legal Decision Making AAAI 2022 NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning ICLR 2022 XProtoNet: Diagnosis in Chest Radiography With Global and Local Explanations CVPR 2021 Interpretable Deep Learning Model for the Detection and Reconstruction of Dysarthric Speech Interspeech 2019 This Looks Like That: Deep Learning for Interpretable Image Recognition NeurIPS 2019