ParaAgent: Reinforcing Parallel Acting in Open-World Tool Environments.

arXiv:2609.33618v1 Announce Type: new Abstract: Language model agents are increasingly deployed in open-world tool environments, which require balancing exploring unknown capabilities and exploiting known ones. Existing methods face a performance-efficiency tr