VCE-Skill: Enhancing Skill Self-Evolution with Version-Change Experience
VCE-Skill is proposed, which distills noisy and implementation-specific public skill changes into reusable, structured version-change experience and adaptively fuses it with trajectory-derived proposals from the base evolver, thereby exploiting external experience while retaining task-specific evidence.