UniSkill: Learning Actor-Aligned Skill Proposals for an Evolving Policy.

arXiv:2610.10164v1 Announce Type: new Abstract: Large language model agents can improve across tasks by retaining reusable skills distilled from prior interactions. Recent work jointly optimizes task execution and skill extraction, enabling the policy and skil