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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