Author

Yikun Fu

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#natural language process... Review Sep 2026

RecreationWorld: Scalable and Verifiable Environments for Hybrid Computer-Use Agents

This work introduces RecreationWorld, a five-platform framework built around recreation: given a running reference, an agent must discover its behavior and build a faithful implementation with no prescribed workflow, and introduces RecreationBench, comprising 250 diverse tasks across domains and platforms.

Shuai Bai, Jia-Yong Deng, Si-Cheng Fan et al. · 1 citation

#artificial intelligence Preprint Sep 2026

One Policy, Any Budget: Internalizing Budget-Aware Search via Reinforcement Learning

AnySearch is proposed, a framework that enables a single policy to perform budget-aware search under any budget constraint through a training scaffold and curriculum reinforcement learning, and outperforms baselines across all budget scales.

Xiaowei Sun, Jin Li, Yi-Li Hong et al. · 2 citations