Self-Evolving Agents via Likelihood-Guided Tool-Space Optimization

Xuanqi Zhang, Ruinan Jin, Running Yang +4

Self-evolving agents can continually improve their behavior, while tools define the executable action space through which they interact with the environment. However, exposing the…