Papers by Shreyas Basavatia
STARLING: Self-supervised Training of Text-based Reinforcement Learning Agent with Large Language Models (2024.findings-acl)
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| Challenge: | Existing environments for text-based RL are domain-specific or time-consuming to generate and do not train the agents to master a specific set of skills. |
| Approach: | They propose an interactive environment for self-supervised RL that bootstraps the text-based RL agents with automatically generated games to boost their generalization capabilities. |
| Outcome: | The proposed environment bootstraps the agents with automatically generated games to boost their generalization capabilities to reach a goal of the target environment. |