Author

Shidong Yang

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Preprint Aug 2026

SkillForge: Evolving Verifiable Skills for Reinforcement Learning Agents

SkillForge is proposed, a framework for continuous skill evolution that enables skills to be verified and refined through environment interaction and introduces evidence-based skill verification and multi-pathway skill induction, allowing the skill bank to continuously grow while maintaining its quality.

Shidong Yang, Ziyu Ma, Tongwen Huang et al. · 3 citations

Preprint Aug 2026

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

This work reformulate long-horizon execution as a task-state management problem and proposes LongHorizon-Harness, which maintains the task state explicitly outside execution and updates it only with facts independently verified from the environment.

Ziyu Ma, Hailang Huang, Shun Zou et al. · 2 citations