Agents

Cycle-Consistent Search: Gold-Free Reinforcement Learning for Search Agents
Reinforcement Learning (RL) has shown strong potential for optimizing search agents in complex information retrieval tasks. However, …
Sohyun An, Shuibenyang Yuan, Hayeon Lee, Cho-Jui Hsieh, Alexander Min
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T-MAP: Red-Teaming LLM Agents with Trajectory-aware Evolutionary Search
While prior red-teaming efforts have focused on eliciting harmful text outputs from large language models (LLMs), such approaches fail …
Hyomin Lee, Sangwoo Park, Yumin Choi, Sohyun An, Seanie Lee, Sung Ju Hwang
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