Interpretability

Trustworthy Autonomy Without Human Intervention in Uncertain Domains AAAI 2026 Trustworthy Classification for Complex Social Surveys: A Memory-Enhanced Hierarchical Framework with Calibrated Uncertainty AAAI 2026 Truth as a Trajectory: What Internal Representations Reveal About Large Language Model Reasoning ACL 2026 Truth, Justice, and Secrecy: Cake Cutting Under Privacy Constraints AAAI 2026 Tug-of-war between idioms’ figurative and literal interpretations in LLMs EACL 2026 TVChain: Leveraging Textual-Visual Prompt Chains for Jailbreaking Large Vision-Language Models AAAI 2026 Two Pathways to Truthfulness: On the Intrinsic Encoding of LLM Hallucinations ACL 2026 UCDSC: Open Set UnCertainty aware Deep Simplex Classifier for Medical Image Datasets WACV 2026 UERLens: Understanding Event Relations in Large Language Models ACL 2026 UM–ProtoShare: UNet-Guided, Multi-scale Shared Prototypes for Interpretable Brain Tumour Classification Using Multi-sequence 3D MRI MIDL 2026 Uncertainty-Aware Subset Selection for Robust Visual Explainability under Distribution Shifts WACV 2026 Uncertainty Quantification for Machine Learning: One Size Does Not Fit All AAAI 2026 Uncovering and Aligning Anomalous Attention Heads to Defend Against NLP Backdoor Attacks AAAI 2026 Uncovering Bias Paths with LLM-guided Causal Discovery: An Active Learning and Dynamic Scoring Approach AAAI 2026 Uncovering Sentiment Analysis Circuit in Large Language Model ACL 2026 Understanding and Mitigating Political Stance Cross-topic Generalization in Large Language Models ACL 2026 Understanding Counting Mechanisms in Large Language and Vision-Language Models CVPR 2026 Understanding Emergent Misalignment via Feature Superposition Geometry ACL 2026 Understanding Human-Like Biases in VLMs via Subjective Face Analytics WACV 2026 Understanding Jailbreak Success: A Study of Latent Space Dynamics in Large Language Models EACL 2026 Understanding or Memorizing? A Case Study of German Definite Articles in Language Models ACL 2026 Understanding Task Representations in Neural Networks via Bayesian Ablation CLeaR 2026 Understanding Temporal Logic Consistency in Video-Language Models through Cross-Modal Attention Discriminability CVPR 2026 Understanding the Management of Rape Trauma with AI and Neuroimaging AAAI 2026 Understanding the Prompt Sensitivity ACL 2026