model explanation

Explaining Temporal Graph Models through an Explorer-Navigator Framework ICLR 2023 Explanation Regeneration via Information Bottleneck ACL 2023 FunnyBirds: A Synthetic Vision Dataset for a Part-Based Analysis of Explainable AI Methods ICCV 2023 Globally-Consistent Rule-Based Summary-Explanations for Machine Learning Models: Application to Credit-Risk Evaluation JMLR 2023 GNNInterpreter: A Probabilistic Generative Model-Level Explanation for Graph Neural Networks ICLR 2023 HarsanyiNet: Computing Accurate Shapley Values in a Single Forward Propagation ICML 2023 “Honey, Tell Me What’s Wrong”, Global Explanation of Textual Discriminative Models through Cooperative Generation EMNLP 2023 Incorporating Attribution Importance for Improving Faithfulness Metrics ACL 2023 Interventional SHAP Values and Interaction Values for Piecewise Linear Regression Trees AAAI 2023 Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting NeurIPS 2023 Learning How to MIMIC: Using Model Explanations To Guide Deep Learning Training WACV 2023 Learning to Estimate Shapley Values with Vision Transformers ICLR 2023 LEXPLAIN: Improving Model Explanations via Lexicon Supervision ACL 2023 Manifold Restricted Interventional Shapley Values AISTATS 2023 Overlooked Factors in Concept-Based Explanations: Dataset Choice, Concept Learnability, and Human Capability CVPR 2023 Quantus: An Explainable AI Toolkit for Responsible Evaluation of Neural Network Explanations and Beyond JMLR 2023 Rethinking Explaining Graph Neural Networks via Non-parametric Subgraph Matching ICML 2023 SAME: Uncovering GNN Black Box with Structure-aware Shapley-based Multipiece Explanations NeurIPS 2023 Sample based Explanations via Generalized Representers NeurIPS 2023 Stability Guarantees for Feature Attributions with Multiplicative Smoothing NeurIPS 2023 StyLEx: Explaining Style Using Human Lexical Annotations EACL 2023 Towards Better Explanations for Object Detection ACML 2023 Unifying local and global model explanations by functional decomposition of low dimensional structures AISTATS 2023 XRand: Differentially Private Defense against Explanation-Guided Attacks AAAI 2023 Accelerating Shapley Explanation via Contributive Cooperator Selection ICML 2022