Interpretability

Graph of Verification: Structured Verification of LLM Reasoning with Directed Acyclic Graphs AAAI 2026 Graph Out-of-Distribution Detection via Test-Time Calibration with Dual Dynamic Dictionaries AAAI 2026 Guarding Digital Identity: Attention-Guided Fusion for Detecting Forged ID Documents (Student Abstract) AAAI 2026 Guess or Recall? Training CNNs to Classify and Localize Memorization in LLMs AAAI 2026 Hallucinations at the Firewall AAAI 2026 HalluZig: Hallucination Detection using Zigzag Persistence EACL 2026 HALP: Detecting Hallucinations in Vision-Language Models without Generating a Single Token EACL 2026 Harmful Factuality: LLMs Correcting What They Shouldn’t EACL 2026 HARM: Learning Hate-Aware Reward Model for Evaluating Natural Language Explanations of Offensive Content EACL 2026 HateXScore: A Metric Suite for Evaluating Reasoning Quality in Hate Speech Explanations EACL 2026 Hearing Between the Lines: Unlocking the Reasoning Power of LLMs for Speech Evaluation EACL 2026 Heterogeneous Graph Neural Networks for Assumption-Based Argumentation AAAI 2026 Hidden Monotonicity: Explaining Deep Neural Networks via their DC Decomposition CVPR 2026 Hierarchical Concept Embedding & Pursuit for Interpretable Image Classification CVPR 2026 HISE-KT: Synergizing Heterogeneous Information Networks and LLMs for Explainable Knowledge Tracing with Meta-Path Optimization AAAI 2026 How Can You Tell if Your Large Language Model Could Be a Closet Antisemite? An Explainability-Based Audit Framework for Implicit Bias AAAI 2026 How Context Shapes Truth: Geometric Transformations of Statement-level Truth Representations in LLMs ACL 2026 How Does Chain of Thought Think? Mechanistic Interpretability of Chain-of-Thought Reasoning with Sparse Autoencoding AAAI 2026 How Do LLMs and VLMs Understand Viewpoint Rotation Without Vision? An Interpretability Study ACL 2026 How Do LLMs Generate Contrastive Sentiments? A Mechanistic Perspective EACL 2026 How Reliable are Confidence Estimators for Large Reasoning Models? A Systematic Benchmark on High-Stakes Domains EACL 2026 H-Sets: Hessian-Guided Discovery of Set-Level Feature Interactions in Image Classifiers CVPR 2026 Human Cognitive Biases in Explanation-based Interaction: The Case of Within and Between Session Order Effect AAAI 2026 Hybrid Semantics Accounting for Argument Types AAAI 2026 HyperSHAP: Shapley Values and Interactions for Explaining Hyperparameter Optimization AAAI 2026