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Interpretability

7,318 papers

Papers per year

Papers

Deletion and Insertion Tests in Regression Models JMLR 2023
ProtoShotXAI: Using Prototypical Few-Shot Architecture for Explainable AI JMLR 2023
T-Cal: An Optimal Test for the Calibration of Predictive Models JMLR 2023
Attribution-based Explanations that Provide Recourse Cannot be Robust JMLR 2023
Discovering Salient Neurons in deep NLP models JMLR 2023
Certified Invertibility in Neural Networks via Mixed-Integer Programming L4DC 2023
Probabilistic Verification of ReLU Neural Networks via Characteristic Functions L4DC 2023
Sparse Activations for Interpretable Disease Grading MIDL 2023
Interpretable histopathology-based prediction of disease relevant features in Inflammatory Bowel Disease biopsies using weakly-supervised deep learning MIDL 2023
Rotation-Scale Equivariant Steerable Filters MIDL 2023
Stage Detection of Mild Cognitive Impairment: Region-dependent Graph Representation Learning on Brain Morphable Meshes MIDL 2023
Inherently Interpretable Multi-Label Classification Using Class-Specific Counterfactuals MIDL 2023
Evaluating the Fairness of Deep Learning Uncertainty Estimates in Medical Image Analysis MIDL 2023
MProtoNet: A Case-Based Interpretable Model for Brain Tumor Classification with 3D Multi-parametric Magnetic Resonance Imaging MIDL 2023
A Meta-Evaluation of Faithfulness Metrics for Long-Form Hospital-Course Summarization MLHC 2023
Which Explanation Makes Sense? A Critical Evaluation of Local Explanations for Assessing Cervical Cancer Risk MLHC 2023
Reducing Contextual Bias in Cardiac Magnetic Resonance Imaging Deep Learning Using Contrastive Self-Supervision MLHC 2023
Region-based Saliency Explanations on the Recognition of Facial Genetic Syndromes MLHC 2023
Interpretable (not just posthoc-explainable) heterogeneous survivors bias-corrected treatment effects for assignment of postdischarge interventions to prevent readmissions MLHC 2023
Honeycomb: Secure and Efficient GPU Executions via Static Validation OSDI 2023
Autonomous Justification for Enabling Explainable Decision Support in Human-Robot Teaming RSS 2023
Lexicools at SemEval-2023 Task 10: Sexism Lexicon Construction via XAI SEMEVAL 2023
nclu_team at SemEval-2023 Task 6: Attention-based Approaches for Large Court Judgement Prediction with Explanation SEMEVAL 2023
JUST_ONE at SemEval-2023 Task 10: Explainable Detection of Online Sexism (EDOS) SEMEVAL 2023
Adam-Smith at SemEval-2023 Task 4: Discovering Human Values in Arguments with Ensembles of Transformer-based Models SEMEVAL 2023