Interpretability

Expressive Power of Graph Transformers via Logic AAAI 2026 Extracting Interaction-Aware Monosemantic Concepts in Recommender Systems AAAI 2026 FaceShield: Explainable Face Anti-Spoofing with Multimodal Large Language Models AAAI 2026 Facial-R1: Aligning Reasoning and Recognition for Facial Emotion Analysis AAAI 2026 Fact Finder - Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs EACL 2026 FactSelfCheck: Fact-Level Black-Box Hallucination Detection for LLMs EACL 2026 Factuality Evaluation Using Reasoning and World Modeling AAAI 2026 Factual Retrieval in LLMs Is a Redundant, Distributed and Non-Contiguous Process ACL 2026 Faithful Serum: Mitigating the Faithfulness Gap in Textual Explanations of LLM Decisions via Attribution Guidance ACL 2026 FaithLM: Towards Faithful Explanations for Large Language Models EACL 2026 False Positives Matter: Multidimensional Localization Evaluation and Training-Free Explainable Adversarial Patch Defense AAAI 2026 Feature Attribution for Human Sensing with Radio Signals AAAI 2026 Feature Drift: How Fine-Tuning Repurposes Representations in LLMs EACL 2026 Feature Inversion as a Lens on Vision Encoders WACV 2026 FG-TRACER: Tracing Information Flow in Multimodal Large Language Models in Free-Form Generation WACV 2026 Finding Culture-Sensitive Neurons in Vision-Language Models EACL 2026 Finding the Translation Switch: Discovering and Exploiting the Task-Initiation Features in LLMs AAAI 2026 Fine-Grained Analysis of Shared Syntactic Mechanisms in Language Models ACL 2026 Fine-Grained Interpretation of Political Opinions in Large Language Models AAAI 2026 FineVAU: A Novel Human-Aligned Benchmark for Fine-Grained Video Anomaly Understanding AAAI 2026 Fisher-Driven Adaptive Locating for Knowledge Editing in Large Language Models ACL 2026 Flexible Concept Bottleneck Model AAAI 2026 Focusing on Language: Revealing and Exploiting Language Attention Heads in Multilingual Large Language Models AAAI 2026 Forget What Has Seen: Selective Concept Unlearning in Segmentation Foundation Models AAAI 2026 Framework GNN-AID: Graph Neural Network Analysis, Interpretation and Defense AAAI 2026