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feature attribution

317 papers

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Papers

NeurFlow: Interpreting Neural Networks through Neuron Groups and Functional Interactions ICLR 2025 Normalized AOPC: Fixing Misleading Faithfulness Metrics for Feature Attributions Explainability ACL 2025 NormXLogit: The Head-on-Top Never Lies EMNLP 2025 On the reliability of feature attribution methods for speech classification Interspeech 2025 Provably Accurate Shapley Value Estimation via Leverage Score Sampling ICLR 2025 RankSHAP: Shapley Value Based Feature Attributions for Learning to Rank ICLR 2025 Rethinking Shapley Value for Negative Interactions in Non-convex Games ICLR 2025 Retrieve to Explain: Evidence-driven Predictions for Explainable Drug Target Identification ACL 2025 Revealing the Barriers of Language Agents in Planning NAACL 2025 ReX: A Framework for Incorporating Temporal Information in Model-Agnostic Local Explanation Techniques AAAI 2025 Self-Critique and Refinement for Faithful Natural Language Explanations EMNLP 2025 Soft Local Completeness: Rethinking Completeness in XAI ICCV 2025 The Unheard Alternative: Contrastive Explanations for Speech-to-Text Models EMNLP 2025 Towards Fine-Grained Interpretability: Counterfactual Explanations for Misclassification with Saliency Partition CVPR 2025 Towards Trustable SHAP Scores AAAI 2025 Unlocking the Game: Estimating Games in Möbius Representation for Explanation and High-Order Interaction Detection AAAI 2025 Using Shapley interactions to understand how models use structure ACL 2025 Visual Analytics for Guiding Feature Attribution Method Selection IJCAI 2025 Accelerating the Global Aggregation of Local Explanations AAAI 2024 Analyzing Explainer Robustness via Probabilistic Lipschitzness of Prediction Functions AISTATS 2024 Approximating the Shapley Value without Marginal Contributions AAAI 2024 Are self-explanations from Large Language Models faithful? ACL 2024 Benchmarking the Attribution Quality of Vision Models NeurIPS 2024 Beyond the Surface: Spurious Cues in Automatic Media Bias Detection EACL 2024 Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles AAAI 2024