SkillShift-Bench: Benchmarking Skill Learning under Environment Evolution for Web Agents.

arXiv:2610.33528v1 Announce Type: new Abstract: Skill learning enables web agents to reuse prior experience for long-horizon interactive tasks. However, learned skills are typically evaluated in closed environments, overlooking the fact that real-world web dep