Interpretability

ACE: Adapting sampling for Counterfactual Explanations L4DC 2026 A Comprehensive Evaluation of Chain-of-Thought Faithfulness in Persian Classification Tasks EACL 2026 Actionable Interpretability for Churn Classification: A Text Bottleneck Model Case Study at a Major Telecom Provider ACL 2026 Activating Visual Context and Commonsense Reasoning Through Masked Prediction in VLMs AAAI 2026 Activation-Space Personality Steering: Hybrid Layer Selection for Stable Trait Control in LLMs EACL 2026 Activation-wise Propagation: A One-Timestep Strategy for Spiking Neural Networks AAAI 2026 AD2: Analysis and Detection of Adversarial Threats in Visual Perception for End-to-End Autonomous Driving Systems WACV 2026 AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization AAAI 2026 A Fortiori Case-Based Reasoning: From Theory to Data (Abstract Reprint) AAAI 2026 A framework for analyzing concept representations in neural models CoNLL 2026 AgentGraph: Trace-to-Graph Platform for Interactive Analysis and Robustness Testing in Agentic AI Systems AAAI 2026 AgentSeer: Visualizing and Evaluating Temporal Actions in Agentic AI Systems AAAI 2026 A Human-AI Collaboration Mechanism Study on AIGC Assisted Image Production for Special Coverage AAAI 2026 A Hybrid Confidence-Aware Framework for Arabic Toxicity Detection in Social Media EACL 2026 AI Steerability 360: A Toolkit for Steering Large Language Models ACL 2026 A Knowledge Graph Based Diagnostic Framework for Analyzing Hallucinations in Arabic Machine Reading Comprehension EACL 2026 Aligning Attention with Human Rationales for Self-Explaining Hate Speech Detection AAAI 2026 Align Once to Explain: Feature Alignment for Scalable B-cosification of Foundational Vision Transformers CVPR 2026 Always Refuse: Steering LLMs Against Jailbreaks with Contrastive Activations (Student Abstract) AAAI 2026 A Mechanistic Account of Attention Sinks in GPT-2: One Circuit, Broader Implications for Mitigation ACL 2026 A Metacognitive Architecture for Correcting LLM Errors in AI Agents AAAI 2026 An Empirical Study on How Video-LLMs Answer Video Questions CVPR 2026 An Experimental Study on the Influence of Culture on Cross-Lingual Sentiment Transfer ACL 2026 Answering the Unanswerable Is to Err Knowingly: Analyzing and Mitigating Abstention Failures in Large Reasoning Models AAAI 2026 A Probabilistic Circuit Framework for Interpretable Graph PU Learning UAI 2026