2 papers
cs.AI2026
TRACE: Trajectory Aware Reasoning for Multi-Turn Adversarial Conversation Evaluation
Md Messal Monem Miah, Adrita Anika, Zhiyuan Yu +1
Multi-turn jailbreak attacks have emerged as a critical safety threat to LLMs, as harmful objectives are decomposed across a sequence of apparently benign turns to bypass guardrail…
cs.CR2026
PrivScope: Task-scoped Disclosure Control for Hybrid Agentic Systems
Shafizur Rahman Seeam, Zhengxiong Li, Zhiyuan Yu +3
Hybrid local--cloud agents enrich user requests with context from persistent working state before delegating capability-intensive subtasks to a cloud language model (CLM). While th…