Interpretability

Are representations built from the ground up? An empirical examination of local composition in language models EMNLP 2022 A survey on improving NLP models with human explanations ACL 2022 AttCAT: Explaining Transformers via Attentive Class Activation Tokens NeurIPS 2022 B-Cos Networks: Alignment Is All We Need for Interpretability CVPR 2022 Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability NeurIPS 2022 Beyond Model Interpretability: On the Faithfulness and Adversarial Robustness of Contrastive Textual Explanations EMNLP 2022 Can Current Explainability Help Provide References in Clinical Notes to Support Humans Annotate Medical Codes? EMNLP 2022 Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor NeurIPS 2022 Constraint-Driven Explanations for Black-Box ML Models AAAI 2022 Counterfactual Explanation Trees: Transparent and Consistent Actionable Recourse with Decision Trees AISTATS 2022 Creating Interpretable Data-Driven Approaches for Tropical Cyclones Forecasting AAAI 2022 Debugging and Explaining Metric Learning Approaches: An Influence Function Based Perspective NeurIPS 2022 Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes CVPR 2022 Distilled Gradient Aggregation: Purify Features for Input Attribution in the Deep Neural Network NeurIPS 2022 Doctor XAvIer: Explainable Diagnosis on Physician-Patient Dialogues and XAI Evaluation ACL 2022 Does BERT Know that the IS-A Relation Is Transitive? ACL 2022 Do Explanations Explain? Model Knows Best CVPR 2022 Do Feature Attribution Methods Correctly Attribute Features? AAAI 2022 D-REX: Dialogue Relation Extraction with Explanations ACL 2022 Entropy-Based Logic Explanations of Neural Networks AAAI 2022 Explainable Metaphor Identification Inspired by Conceptual Metaphor Theory AAAI 2022 Explainable Planner Selection for Classical Planning AAAI 2022 Explain, Edit, and Understand: Rethinking User Study Design for Evaluating Model Explanations AAAI 2022 Explaining Deep Tractable Probabilistic Models: The sum-product network case PGM 2022 Explaining Preferences with Shapley Values NeurIPS 2022