2 papers
cs.CR2026
PlanGuard: Defending Agents against Indirect Prompt Injection via Planning-based Consistency Verification
Guangyu Gong, Zizhuang Deng
Large Language Model (LLM) agents are increasingly integrated into critical systems, leveraging external tools to interact with the real world. However, this capability exposes the…
cs.SE2025
Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models
Xiaotao Feng, Xiaogang Zhu, Kun Hu +4
Fuzzing is highly effective in detecting bugs due to the key contribution of randomness. However, randomness significantly reduces the efficiency of fuzzing, causing it to cost day…