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Researcher

Lin Guan

Senior Research Scientist at Meta Superintelligence Labs

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Senior research scientist at Meta Superintelligence Labs working on reinforcement learning for Meta AI Assistant and AI agents

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Yixin NieResearcher
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Zhuoqun HaoResearcher
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Zhihan LiuResearcher
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Lin Guan as author

Paying Less Generalization Tax: A Cross-Domain Generalization Study of RL Training for LLM Agents
arXivresearchneutralFeb 1, 2026

Cross-domain generalization for RL-trained LLM agents is primarily driven by state information richness and planning complexity rather than domain realism, and can be improved through strategic state randomization and step-by-step reasoning during training.

“Author of "Paying Less Generalization Tax: A Cross-Domain Generalization Study of RL Traini" on arXiv”

LLMsAI AgentsReinforcement LearningAI Research