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Interpretability

7,318 papers

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Papers

SafeAR: Safe Algorithmic Recourse by Risk-Aware Policies AAAI 2024
Reliable Conflictive Multi-View Learning AAAI 2024
Uncertainty Regularized Evidential Regression AAAI 2024
Gaussian Process Neural Additive Models AAAI 2024
Learning Visual Abstract Reasoning through Dual-Stream Networks AAAI 2024
Explaining Generalization Power of a DNN Using Interactive Concepts AAAI 2024
MFABA: A More Faithful and Accelerated Boundary-Based Attribution Method for Deep Neural Networks AAAI 2024
WikiSQE: A Large-Scale Dataset for Sentence Quality Estimation in Wikipedia AAAI 2024
CIDR: A Cooperative Integrated Dynamic Refining Method for Minimal Feature Removal Problem AAAI 2024
Journey to the Center of the Knowledge Neurons: Discoveries of Language-Independent Knowledge Neurons and Degenerate Knowledge Neurons AAAI 2024
Spanning the Spectrum of Hatred Detection: A Persian Multi-Label Hate Speech Dataset with Annotator Rationales AAAI 2024
A General Search-Based Framework for Generating Textual Counterfactual Explanations AAAI 2024
Learning Robust Rationales for Model Explainability: A Guidance-Based Approach AAAI 2024
Large Language Models Are Clinical Reasoners: Reasoning-Aware Diagnosis Framework with Prompt-Generated Rationales AAAI 2024
Dialogues Are Not Just Text: Modeling Cognition for Dialogue Coherence Evaluation AAAI 2024
Robust Evaluation Measures for Evaluating Social Biases in Masked Language Models AAAI 2024
Accelerating the Global Aggregation of Local Explanations AAAI 2024
Using Artificial Populations to Study Psychological Phenomena in Neural Models AAAI 2024
Better than Random: Reliable NLG Human Evaluation with Constrained Active Sampling AAAI 2024
CORECODE: A Common Sense Annotated Dialogue Dataset with Benchmark Tasks for Chinese Large Language Models AAAI 2024
LLMRG: Improving Recommendations through Large Language Model Reasoning Graphs AAAI 2024
STAIR: Spatial-Temporal Reasoning with Auditable Intermediate Results for Video Question Answering AAAI 2024
Tackling Vision Language Tasks through Learning Inner Monologues AAAI 2024
LimeAttack: Local Explainable Method for Textual Hard-Label Adversarial Attack AAAI 2024
The Logic of Doxastic Strategies AAAI 2024