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Author

Shuchang Tao

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#artificial intelligence Review Oct 2026

Cowork-Gym: Synthesizing Interactive Work Environments at Scale

Cowork agents navigate dependencies across tools and files while adapting to changing user requirements and edits to shared workspaces. Scaling such environments requires maintaining consistency among task objectives, executable resources, user behavior, and success criteria. We introduce Cowork-Gym, a framework that s...

An-Ni Zou, Cheng Chen, Jia-Ji Deng et al. · 1 citation

RLCSD: Reinforcement Learning with Contrastive On-Policy Self-Distillation

This work proposes RLCSD (Reinforcement Learning with Contrastive on-policy Self-Distillation), which mitigates this drift by contrasting the teacher-student gap under a correct hint against that under a wrong hint, suppressing style shifts induced by hints regardless of correctness and yielding a signal more concentra...

Le-Yi Pan, Shuchang Tao, Yun-Peng Zhai et al. · 30 citations · ⚡4

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