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Yifan Xu · Xiao Liu · Xinghan Liu · Jiaqi Fu · Jiayu Huang · Hanchen Zhang · Bohao Jing · Shudan Zhang · Yuting Wang · Zhao wenyi · Yuxiao Dong
Xueqiao Sun · Xiao Liu · Bowen Lv · Hanchen Zhang · Bohao Jing · Zehan Qi · Yifan Xu · Yuxiao Dong · Jie Tang
Large Language Models have shown remarkable potential as autonomous agents, but their effectiveness in knowledge-intensive tasks remains limited by passive knowledge utilization. We introduce KARL (Knowledge-Augmented Reinforcement Learning), a framework that enables LLM agents to dynamically exp...