Interpretability

On the Impact of Weight Quantization on Deep Neural Network Uncertainty AAAI 2026 On Trustworthy, Explainable, and Verifiable High-Level Autonomy via Hierarchical Planning AAAI 2026 OTI: A Model-free and Visually Interpretable Measure of Image Attackability AAAI 2026 Outcome Accuracy is Not Enough: Aligning the Reasoning Process of Reward Models ACL 2026 Out of Distribution, Out of Luck: Process Rewards Misguide Reasoning Models EACL 2026 OX-MABSR: A Benchmark for Open-domain Explainable Multimodal Aspect-Based Sentiment Reasoning AAAI 2026 PA-FAS: Towards Interpretable and Generalizable Multimodal Face Anti-Spoofing via Path-Augmented Reinforcement Learning AAAI 2026 pamaldi at SemEval-2026 Task 11: Neuro-Symbolic Syllogistic Reasoning via LLM-Guided Structure Extraction and Deterministic Validation SemEval 2026 Parameterized Abstract Interpretation for Transformer Verification AAAI 2026 Pareto-Optimal Probabilistic Explanations: Balancing Cognitive Constraints and User Preferences UAI 2026 Partially Shared Concept Bottleneck Models AAAI 2026 PASS: Probabilistic Agentic Supernet Sampling for Interpretable and Adaptive Chest X-Ray Reasoning AAAI 2026 Patches of Nonlinearity: Instruction Vectors in Large Language Models ACL 2026 Pedagogic Applications of Argument Maps to Enhance Critical Thinking: Thought Seeds, Argument Mapping, Collaborative Mapping EACL 2026 Persona, Ego, Shadow, and Self: A Map of the Soul Framework for Proto-Emotional Homeostasis in AI AAAI 2026 Personality Editing for Language Models through Adjusting Self-Referential Queries EACL 2026 Persona Prompting as a Lens on LLM Social Reasoning EACL 2026 Persona Switch: Mixing Distinct Perspectives in Decoding Time EACL 2026 PhaseWin Search Framework Enable Efficient Object-Level Interpretation CVPR 2026 Physics-Informed Autonomous LLM Agents for Explainable Power Electronics Modulation Design AAAI 2026 PINet: Improving the Stability of Prototype Networks via Phantasia-Inspired Uncertain Representations AAAI 2026 PKR-QA: A Benchmark for Procedural Knowledge Reasoning with Knowledge Module Learning AAAI 2026 Polarity-Aware Probing for Quantifying Latent Alignment in Language Models AAAI 2026 Positional Cognitive Specialization: Where Do LLMs Learn to Comprehend and Speak Your Language? AAAI 2026 Position: Biomedical NLP Demands Specialization, Not Generalization EACL 2026