共计 381 篇文章
2026
Light Alignment Improves LLM Safety via Model Self-Reflection with a Single Neuron
FraudShield： Knowledge Graph Empowered Defense for LLMs against Fraud Attacks
PoisonedEye：Knowledge Poisoning Attack on Retrieval-Augmented Generation based Large Vision-Language Models
TraceDet： Hallucination Detection from the Decoding Trace of Diffusion Large Language Models
Hallucination Begins Where Saliency Drops
REACT：SYNERGIZING REASONING AND ACTING IN LANGUAGE MODELS
RAGLens： Toward Faithful Retrieval-Augmented Generation with Sparse Autoencoders
Why Steering Works：Toward a Unified View of Language Model Parameter Dynamics
LLM-VA： Resolving the Jailbreak-Overrefusal Trade-off via Vector Alignment
AlphaSteer： Learning Refusal Steering with Principled Null-Space Constraint