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186 papers

Papers

A Robust Unlearning Method with Adaptive Knowledge Guidance and Memory Preservation AAAI 2026 CausalLens: Sensitivity-Guided Multi-Head Causal Intervention for Hallucination Mitigation in Large Vision-Language Models CVPR 2026 CIGMA: Causal Information-Gain Mechanistic Attribution of Attention Heads in Vision Transformers CVPR 2026 CoFact: Dynamic Coordination of Attention Heads for Improving Factual Consistency in LLMs AAAI 2026 DeAR: Fine-Grained VLM Adaptation by Decomposing Attention Head Roles CVPR 2026 Focusing on Language: Revealing and Exploiting Language Attention Heads in Multilingual Large Language Models AAAI 2026 From Weights to Concepts: Data-Free Interpretability of CLIP via Singular Vector Decomposition CVPR 2026 HAWK: Head Importance-Aware Visual Token Pruning in Multimodal Models CVPR 2026 HeadHunt-VAD: Hunting Robust Anomaly-Sensitive Heads in MLLM for Tuning-Free Video Anomaly Detection AAAI 2026 HeteroCache: A Dynamic Retrieval Approach to Heterogeneous KV Cache Compression for Long-Context LLM Inference ACL 2026 How Do LLMs Generate Contrastive Sentiments? A Mechanistic Perspective EACL 2026 Mechanisms of Object Localization in Vision-Language Models CVPR 2026 Mechanisms of Prompt-Induced Hallucination in Vision–Language Models ACL 2026 Mechanistic Analysis Of Universality: Numerical Comparison Circuits Across Transformer Architectures ACL 2026 Mechanistic Interpretability of Animacy Effects on Structure Choice in GPT-2 CoNLL 2026 Multi-component Causal Tracing in Large Language Models ACL 2026 Query-Routed Activation Editing with Truth-hierarchical Preference Optimization AAAI 2026 Reallocating Attention Across Layers to Reduce Multimodal Hallucination CVPR 2026 Retrieval Heads are Dynamic ACL 2026 Steering Sparse Autoencoder Latents to Control Dynamic Head Pruning in Vision Transformers (Student Abstract) AAAI 2026 Sycophancy Hides Linearly in the Attention Heads EACL 2026 The Shape of Vulnerability: How Adversarial Perturbations Reshape the Topology of Language Model Latent Spaces ACL 2026 ThinkingViT: Matryoshka Thinking Vision Transformer for Elastic Inference CVPR 2026 Tug-of-war between idioms’ figurative and literal interpretations in LLMs EACL 2026 Uncovering and Aligning Anomalous Attention Heads to Defend Against NLP Backdoor Attacks AAAI 2026