feature attribution

Accelerating Shapley Explanation via Contributive Cooperator Selection ICML 2022 A Consistent and Efficient Evaluation Strategy for Attribution Methods ICML 2022 Actionable Model-Centric Explanations (Student Abstract) AAAI 2022 A Functional Information Perspective on Model Interpretation ICML 2022 An Empirical Study on Explanations in Out-of-Domain Settings ACL 2022 A Rigorous Study of Integrated Gradients Method and Extensions to Internal Neuron Attributions ICML 2022 Attributing Fair Decisions with Attention Interventions NAACL 2022 Axiomatic Foundations of Explainability IJCAI 2022 Calibration Meets Explanation: A Simple and Effective Approach for Model Confidence Estimates EMNLP 2022 Can Explanations Be Useful for Calibrating Black Box Models? ACL 2022 DEGREE: Decomposition Based Explanation for Graph Neural Networks ICLR 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 Do Explanations Explain? Model Knows Best CVPR 2022 Do Feature Attribution Methods Correctly Attribute Features? AAAI 2022 Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection COLING 2022 Evaluating Explainable AI on a Multi-Modal Medical Imaging Task: Can Existing Algorithms Fulfill Clinical Requirements? AAAI 2022 Explain, Edit, and Understand: Rethinking User Study Design for Evaluating Model Explanations AAAI 2022 ExSum: From Local Explanations to Model Understanding NAACL 2022 FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles AAAI 2022 GrammarSHAP: An Efficient Model-Agnostic and Structure-Aware NLP Explainer ACL 2022 Improve Interpretability of Neural Networks via Sparse Contrastive Coding EMNLP 2022 Improving Attribution Methods by Learning Submodular Functions AISTATS 2022 Inducing Generalizable and Interpretable Lexica EMNLP 2022 Locally Aggregated Feature Attribution on Natural Language Model Understanding NAACL 2022