Interpretability

Interpretable Reward Model via Sparse Autoencoder AAAI 2026 Interpretable Safety Alignment via SAE-Constructed Low-Rank Subspace Adaptation ACL 2026 Interpretable Spatial-Temporal Forecasting via Additive Neural Decomposition and Knowledge Distillation UAI 2026 Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation ACL 2026 Interpreto: An Explainability Library for Transformers ACL 2026 Intrinsic Concept Extraction Based on Compositional Interpretability CVPR 2026 Is Chain-of-Thought Really Not Explainability? Chain-of-Thought Can Be Faithful without Hint Verbalization ACL 2026 Joint Evaluation of Answer and Reasoning Consistency for Hallucination Detection in Large Reasoning Models AAAI 2026 Journey Before Destination: On the importance of Visual Faithfulness in Slow Thinking EACL 2026 JudgeBoard: Benchmarking and Enhancing Small Language Models for Reasoning Evaluation AAAI 2026 Judging by the Rules: Compliance-Aligned Framework for Modern Slavery Statement Monitoring AAAI 2026 KGHaluBench: A Knowledge Graph-Based Hallucination Benchmark for Evaluating the Breadth and Depth of LLM Knowledge EACL 2026 KidsArtBench: Multi-Dimensional Children’s Art Evaluation with Attribute-Aware MLLMs EACL 2026 Knowing the Facts but Choosing the Shortcut: Understanding How Large Language Models Compare Entities EACL 2026 Knowledge-Enhanced Explainable Hypergraph Convolution Network for Medication Recommendation AAAI 2026 Knowledge-Enhanced Explainable Prompting for Vision-Language Models AAAI 2026 KnowThyself: An Agentic Assistant for LLM Interpretability AAAI 2026 Korean Canonical Legal Benchmark: Toward Knowledge-Independent Evaluation of LLMs’ Legal Reasoning Capabilities EACL 2026 KTCF: Actionable Recourse in Knowledge Tracing via Counterfactual Explanations for Education AAAI 2026 LAFaCT: Attribution-based Localization and Focused Sequential Analysis of Fact-Critical Tokens for Hallucination Detection ACL 2026 Language Directions in Multilingual LLMs: A Layer-wise Diagnostic Study of Token Alignment and Pretraining Imprint ACL 2026 Language Models Can Explain Visual Features via Steering CVPR 2026 Language Models Learn Universal Representations of Numbers and Here’s Why You Should Care ACL 2026 LASOR: Towards Clinically Transparent and Explainable Ophthalmic Report Generation via Lesion-Aware Segmentation WACV 2026 Latent Attention Denoising: A Training-Free Energy-Based Framework for Mitigating Hallucinations in Vision-Language Models ACL 2026