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local explanation

45 papers

Papers

Locally Explaining Prediction Behavior via Gradual Interventions and Measuring Property Gradients WACV 2026 Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property IJCAI 2025 ReX: A Framework for Incorporating Temporal Information in Model-Agnostic Local Explanation Techniques AAAI 2025 Accelerating the Global Aggregation of Local Explanations AAAI 2024 Auditing Local Explanations is Hard NeurIPS 2024 Deriving Provably Correct Explanations for Decision Trees: The Impact of Domain Theories IJCAI 2024 DiConStruct: Causal Concept-based Explanations through Black-Box Distillation CLeaR 2024 Explaining Reinforcement Learning Agents through Counterfactual Action Outcomes AAAI 2024 I-CEE: Tailoring Explanations of Image Classification Models to User Expertise AAAI 2024 Inherently Interpretable Time Series Classification via Multiple Instance Learning ICLR 2024 Tackling the XAI Disagreement Problem with Regional Explanations AISTATS 2024 An Additive Instance-Wise Approach to Multi-class Model Interpretation ICLR 2023 Global Explainability of GNNs via Logic Combination of Learned Concepts ICLR 2023 Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality (Extended Abstract) IJCAI 2023 Local Interpretation of Transformer Based on Linear Decomposition ACL 2023 Locally Invariant Explanations: Towards Stable and Unidirectional Explanations through Local Invariant Learning NeurIPS 2023 Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set JMLR 2023 The Parameterized Complexity of Finding Concise Local Explanations IJCAI 2023 Which Explanation Makes Sense? A Critical Evaluation of Local Explanations for Assessing Cervical Cancer Risk MLHC 2023 Consistent Sufficient Explanations and Minimal Local Rules for explaining the decision of any classifier or regressor NeurIPS 2022 ExSum: From Local Explanations to Model Understanding NAACL 2022 Extending Logic Explained Networks to Text Classification EMNLP 2022 Framework for Evaluating Faithfulness of Local Explanations ICML 2022 Is this the Right Neighborhood? Accurate and Query Efficient Model Agnostic Explanations NeurIPS 2022 Local and Global Explanations of Agent Behavior: Integrating Strategy Summaries with Saliency Maps (Extended Abstract) IJCAI 2022