Interpretability

Evaluating Humanities Theory Alignment in Large Language Models: Incremental Prompting and Statistical Assessment EACL 2026 Evaluating Sparse Autoencoders for Monosemantic Representation EACL 2026 Evaluating the Impact of SAE-based Language Steering on LLM Performance EACL 2026 Evaluation and LLM-Guided Learning of ICD Coding Rationales EACL 2026 Evidence Grounding vs. Memorization: Why Neural Semantics Matter for Knowledge Graph Fact Verification EACL 2026 Evidential Semantic Entropy for LLM Uncertainty Quantification EACL 2026 Exact Shapley Attributions in Quadratic-time for FANOVA Gaussian Processes AAAI 2026 ExAnte: A Benchmark for Ex-Ante Inference in Large Language Models EACL 2026 ExDDV: A New Dataset for Explainable Deepfake Detection in Video WACV 2026 Expanding the Boundaries of Vision Prior Knowledge in Multi-modal Large Language Models EACL 2026 Expert-Guided Prompting and Retrieval-Augmented Generation for Emergency Medical Service Question Answering AAAI 2026 Explainable HCC Diagnosis on Dynamic Contrast-Enhanced MRI with a Li-RADS Concept Bottleneck MIDL 2026 Explainable Melanoma Diagnosis with Contrastive Learning and LLM-based Report Generation AAAI 2026 Explainable Oracle Bone Script Recognition via Multimodal Pictographic Reasoning AAAI 2026 Explaining CLIP Zero-shot Predictions Through Concepts CVPR 2026 Explaining Decentralized Multi-Agent Reinforcement Learning Policies AAAI 2026 Explaining Object Detectors via Collective Contribution of Pixels CVPR 2026 Explaining Temporal Graph Neural Network via Quantum-Inspired Evolutionary Algorithm AAAI 2026 Explaining Tournament Solutions with Minimal Supports AAAI 2026 Explain the Synth: Interpretable Evaluation of LLM Data Synthesis ACL 2026 Explain with Visual Keypoints Like a Real Mentor! A Benchmark for Multimodal Solution Explanation AAAI 2026 Explanations for Sequential Decision-Making – an Overview AAAI 2026 Exploring Concreteness Through a Figurative Lens ACL 2026 Exploring Layer Activation Dynamic of CoT via Knowledge Probe ACL 2026 Exposing the Cracks: Vulnerabilities of Retrieval-Augmented LLM-based Machine Translation AAAI 2026