Jiayan Qiu

Branch2Skill: Efficient Skill Evolution Through Reasoning Trees

Branch2Skill is introduced, an efficient framework that transforms a single reasoning tree into dense supervision for skill evolution, demonstrating that reasoning trees can support not only more effective trajectory search, but also richer supervision for more efficient skill improvement.