Author

Siyu Yan

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#artificial intelligence Conference Feb 2025

AgentRM: Enhancing Agent Generalization with Reward Modeling

This work finds that finetuning a reward model to guide the policy model is more robust than directly finetuning the policy model, and proposes AgentRM, a generalizable reward model, to guide the policy model for effective test-time search.

Yu Xia, Jing-Ru Fan, Weize Chen et al. · Annual Meeting of the Associ... · 26 citations · ⚡3

Jul 2026

See2Think: Do Multimodal Models Really Use Intermediate Visual States?

Evaluating representative proprietary and open-source multimodal models, it is found that visual reasoning is strongly model- and environment-dependent, with no single setting consistently dominating across tasks.

Siyu Yan, Zhuoran Yan, Haiying Xu et al. · arXiv.org · 0 citations