LatentGym: A Testbed For Cross-Task Experiential Learning With Controllable Latent Structure

LatentGym is introduced as a testbed for cross-task experiential learning, featuring controllable latent structures that enable agents to infer shared hidden variables across related tasks. The framework allows for the separation of exploration and exploitation metrics, facilitating empirical studies on the adaptability of frontier models and the impact of design choices on training dynamics. This development is significant for practitioners as it provides a controlled environment to enhance the design and reliability of LLM agents in sequential and interactive applications.