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  1. 1

    Reflect, Revise, Reuse: Training-Free Skill Evolution for GUI Agents

    EvoSkill‑GUI lets GUI agents revise their procedural skills on‑the‑fly without extra training by using a reflect‑revise‑reuse loop that edits skill packages during execution. The approach yields up to +16.2% improvement on MobileWorld and similar gains on AndroidWorld and OSWorld, and the evolved skills transfer to related tasks.

    Hugging Face Daily Papersarxiv.org1 minpaper
  2. 2

    HarnessVLN: Unifying Training-Free Embodied Navigation through an Agent Harness

    HarnessVLN introduces a zero‑shot, training‑free embodied navigation framework that wraps a multimodal LLM in an "Agent Harness" – a tool‑based protocol that validates planner actions against spatial evidence, tracks progress with hierarchical event memory, and maintains a persistent spatiotemporal graph for recovery. The system works for instruction‑following and object‑goal tasks, achieving 60.…

    Hugging Face Daily Papersarxiv.org1 minpaper