Explainability

Explainable Depression Detection using Masked Hard Instance Mining Interspeech 2025 Explainable Speech Emotion Recognition Through Attentive Pooling: Insights from Attention-Based Temporal Localization Interspeech 2025 Explaining Negative Classifications of AI Models in Tumor Diagnosis UAI 2025 Explaining ViTs Using Information Flow AISTATS 2025 Explanations of GNN on Evolving Graphs via Axiomatic Layer edges ICLR 2025 Fast Calculation of Feature Contributions in Boosting Trees UAI 2025 Feature Attribution for Deep Learning Models through Total Variance Decomposition MIDL 2025 Models That Are Interpretable But Not Transparent AISTATS 2025 Natural Language Counterfactual Explanations for Graphs Using Large Language Models AISTATS 2025 On the Computational Tractability of the (Many) Shapley Values AISTATS 2025 Outcome-Based Semifactuals for Reinforcement Learning ACML 2025 Probabilistic Explanations for Regression Models UAI 2025 Provably Accurate Shapley Value Estimation via Leverage Score Sampling ICLR 2025 ScamNet: Toward Explainable Large Language Model-Based Fraudulent Shopping Website Detection AAAI 2025 S-CFE: Simple Counterfactual Explanations AISTATS 2025 Statistical Significance of Feature Importance Rankings UAI 2025 Towards LLM-Empowered Fine-Grained Speech Descriptors for Explainable Emotion Recognition Interspeech 2025 Towards Temporally Explainable Dysarthric Speech Clarity Assessment Interspeech 2025 Transparent Trade-offs between Properties of Explanations UAI 2025 Trustworthy Medical Question Answering: An Evaluation-Centric Survey EMNLP 2025 Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory AISTATS 2025 Using gender, phonation and age to interpret automatically discovered speech attributes for explainable speaker recognition Interspeech 2025 Using Submodular Optimization to Approximate Minimum-Size Abductive Path Explanations for Tree-Based Models UAI 2025 UTILITY: Utilizing Explainable Reinforcement Learning to Improve Reinforcement Learning ICLR 2025 Visualizing token importance for black-box language models AISTATS 2025