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feature importance

149 papers

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Papers

Analyzing Hate Speech Amplification on Fringe Platforms ACL 2026 Building a Bridge Between the Shapley Value, Prime Implicants and Counterfactual Explanations: a Theoretical Analysis UAI 2026 Causal Importance for Physics-Informed Machine Learning CLeaR 2026 cc-Shapley: Measuring Multivariate Feature Importance Needs Causal Context UAI 2026 Diagnosing Conformal Prediction Failures Under Distribution Shift: A COVID-19 Case Study UAI 2026 Accurate Estimation of Feature Importance Faithfulness for Tree Models AAAI 2025 Bayesian Decision Theory on Decision Trees: Uncertainty Evaluation and Interpretability AISTATS 2025 DiffCAM: Data-Driven Saliency Maps by Capturing Feature Differences CVPR 2025 Disentangling Interactions and Dependencies in Feature Attributions AISTATS 2025 Evaluating Sensitivity Consistency of Explanations WACV 2025 Feature Importance across Domains for Improving Non-Intrusive Speech Intelligibility Prediction in Hearing Aids Interspeech 2025 Feature Importance Metrics in the Presence of Missing Data ICML 2025 Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse ICLR 2025 Modular Arithmetic: Language Models Solve Math Digit by Digit IJCNLP 2025 Neural Reasoning Networks: Efficient Interpretable Neural Networks with Automatic Textual Explanations AAAI 2025 Pixel2Feature Attack (P2FA): Rethinking the Perturbed Space to Enhance Adversarial Transferability ICML 2025 REPEAT: Improving Uncertainty Estimation in Representation Learning Explainability AAAI 2025 SMP-Attack: Boosting the Transferability of Feature Importance-based Adversarial Attack with Semantics-aware Multi-granularity Patchout ICCV 2025 Statistical Significance of Feature Importance Rankings UAI 2025 The Reader is the Metric: How Textual Features and Reader Profiles Explain Conflicting Evaluations of AI Creative Writing ACL 2025 Towards Trustable SHAP Scores AAAI 2025 When LRP Diverges from Leave-One-Out in Transformers EMNLP 2025 Accelerating the Global Aggregation of Local Explanations AAAI 2024 An Information-Theoretic Approach to Analyze NLP Classification Tasks ACL 2024 Axiomatic Aggregations of Abductive Explanations AAAI 2024