2 papers
cs.SE2026
Detecting Vulnerability-Inducing Commits via Multi-Stage Reasoning with LLM-Based Agents
Liyou Chen, Hailong Sun, Xiang Gao +1
Detecting vulnerability-inducing commits (VICs) at submission time is critical for improving the security and reliability of software systems. However, this task is highly challeng…
cs.AI2026
FORGE: Research-Trajectory Hijacking Attacks on Deep Research Agents
Yue Pan, Ziheng Zhang, Junxiang Lei +3
Deep research agents decompose open-ended queries into subtasks, retrieve web evidence over multiple rounds, and synthesize long-form reports. This workflow creates a planning-laye…