Interpretability

Analyzing Hate Speech Amplification on Fringe Platforms ACL 2026 ERMoE: Eigen-Reparameterized Mixture-of-Experts for Stable Routing and Interpretable Specialization CVPR 2026 Making the Classification Explanation Faithful to the Confidence Score CVPR 2026 SCOUT: Selective Coupling via Optimal Unbalanced Transport for Interpretable Text Classification ACL 2026 Select, Hypothesize and Verify: Towards Verified Neuron Concept Interpretation CVPR 2026 Accurate Estimation of Feature Importance Faithfulness for Tree Models AAAI 2025 Are the Hidden States Hiding Something? Testing the Limits of Factuality-Encoding Capabilities in LLMs ACL 2025 A Robust Prototype-Based Network with Interpretable RBF Classifier Foundations AAAI 2025 Attributive Reasoning for Hallucination Diagnosis of Large Language Models AAAI 2025 AutoCT: Automating Interpretable Clinical Trial Prediction with LLM Agents EMNLP 2025 AutoSciLab: A Self-Driving Laboratory for Interpretable Scientific Discovery AAAI 2025 AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization ACL 2025 Axiomatic Explainer Globalness via Optimal Transport AISTATS 2025 BEE: Metric-Adapted Explanations via Baseline Exploration-Exploitation AAAI 2025 Beyond Accuracy: On the Effects of Fine-Tuning Towards Vision-Language Model’s Prediction Rationality AAAI 2025 Beyond Prompt Engineering: Robust Behavior Control in LLMs via Steering Target Atoms ACL 2025 Comprehensive Information Bottleneck for Unveiling Universal Attribution to Interpret Vision Transformers CVPR 2025 Conditional Feature Importance with Generative Modeling Using Adversarial Random Forests AAAI 2025 Discursive Circuits: How Do Language Models Understand Discourse Relations? EMNLP 2025 Disentangling, Amplifying, and Debiasing: Learning Disentangled Representations for Fair Graph Neural Networks AAAI 2025 Disentangling Interactions and Dependencies in Feature Attributions AISTATS 2025 Even-if Explanations: Formal Foundations, Priorities and Complexity AAAI 2025 Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks ICLR 2025 Explainable Neural Networks with Guarantee: A Sparse Estimation Approach AAAI 2025 Explaining Differences Between Model Pairs in Natural Language through Sample Learning EMNLP 2025