3 papers
cs.LG2026
Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors
Yen-Shan Chen, Sian-Yao Huang, Cheng-Lin Yang +1
Existing data poisoning attacks on retrieval-augmented generation (RAG) systems scale poorly because they require costly optimization of poisoned documents for each target phrase.…
cs.CR2026
Secure Code Generation via Online Reinforcement Learning with Vulnerability Reward Model
Tianyi Wu, Mingzhe Du, Yue Liu +4
Large language models (LLMs) are increasingly used in software development, yet their tendency to generate insecure code remains a major barrier to real-world deployment. Existing…
cs.CL2024
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security Research
Sian-Yao Huang, Cheng-Lin Yang, Che-Yu Lin +1
This research addresses command-line embedding in cybersecurity, a field obstructed by the lack of comprehensive datasets due to privacy and regulation concerns. We propose the fir…