2 papers
cs.AI2026
Risk Is Not Review Value: Wrong-Answer Exposure Under Bounded Review Budgets
SangJin Park, Myungsub Choi, Jineok Kim +1
LLM assistants often produce more answers than humans can review before users see them. Most evaluations ask whether an answer is wrong, unsupported, or low-confidence. Bounded rev…
cs.CR2026
Cross-Agent Campaign Attribution: Linking Asynchronous Attacks Across LLM Agents
SangJin Park, Myungsub Choi, Jineok Kim +1
LLM-agent defenses are typically evaluated one session at a time. In deployment, however, attacks can be distributed across independent agents, teams, and runtimes, leaving each lo…