Latent Poincaré Shaping for Agentic Reinforcement Learning

Hanchen Xia, Baoyou Chen, Zelin Zang +3

We propose LaPha, a method for training AlphaZero-like LLM agents in a Poincaré latent space. Under LaPha, the search process can be visualized as a tree rooted at the prompt and…