model explanation

Identifying Important Group of Pixels using Interactions CVPR 2024 Interpretable Mesomorphic Networks for Tabular Data NeurIPS 2024 Learning Performance Maximizing Ensembles with Explainability Guarantees AAAI 2024 LLM Explainability via Attributive Masking Learning EMNLP 2024 Pathwise Explanation of ReLU Neural Networks AISTATS 2024 RegExplainer: Generating Explanations for Graph Neural Networks in Regression Tasks NeurIPS 2024 Respect the model: Fine-grained and Robust Explanation with Sharing Ratio Decomposition ICLR 2024 Selective Explanations NeurIPS 2024 Self-Interpretable Graph Learning with Sufficient and Necessary Explanations AAAI 2024 Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution NeurIPS 2024 Temporal Logic Explanations for Dynamic Decision Systems Using Anchors and Monte Carlo Tree Search (Abstract Reprint) AAAI 2024 What Sketch Explainability Really Means for Downstream Tasks? CVPR 2024 XAL: EXplainable Active Learning Makes Classifiers Better Low-resource Learners NAACL 2024 An Integrated Approach for Political Bias Prediction and Explanation Based on Discursive Structure ACL 2023 Black-box language model explanation by context length probing ACL 2023 Bridging the Gap Between Model Explanations in Partially Annotated Multi-Label Classification CVPR 2023 But Are You Sure? An Uncertainty-Aware Perspective on Explainable AI AISTATS 2023 Causal Proxy Models for Concept-based Model Explanations ICML 2023 CoRTX: Contrastive Framework for Real-time Explanation ICLR 2023 Counterfactuals of Counterfactuals: a back-translation-inspired approach to analyse counterfactual editors ACL 2023 DAG Matters! GFlowNets Enhanced Explainer for Graph Neural Networks ICLR 2023 DecompX: Explaining Transformers Decisions by Propagating Token Decomposition ACL 2023 Dividing and Conquering a BlackBox to a Mixture of Interpretable Models: Route, Interpret, Repeat ICML 2023 Explainability as statistical inference ICML 2023 Explaining Image Classifiers With Multiscale Directional Image Representation CVPR 2023