…A label-free policy learning converts free-form feedback into persistent parameter updates of the planner, reshaping subsequent coordination. These three layers co-evolve: reliable skills produce richer memory, richer memory informs…
…Generated by Qwen/Qwen2.5-Coder-32B-Instruct Mastering terminal environments requires language agents capable of multi-step planning , feedback-grounded execution , and dynamic state adaptation . However, training such agents is currently…
…Improving LLM Writing Assistance for Mental Health Support with Online Community Feedback (2026) Inform, Coach, Relate, Listen: Auditing LLM Caregiving Support Roles (2026) Please give a thumbs up to this comment if…
…https://arxiv.org/abs/2606.16140 We welcome feedback, independent evaluations, and discussion from the community.
…This makes planning challenging, as agents must infer and track constraints from feedback while re-planning effectively. Experiments on ten leading LLMs show that adaptive planning under dual constraints remains challenging, with…
…only feedback -- showing that checkpoint information , not the specific verified-prefix tail, is the load-bearing recovery signal. View arXiv page View PDF Project page GitHub 1 Add to collection Community TL…
…View arXiv page View PDF Project page GitHub 476 Add to collection Community Thanks for checking out MemSlides! MemSlides is a hierarchical memory-driven agent framework for personalized slide generation and multi…
…MASA operates in two stages: (1) a hierarchical skill evolution pipeline that iteratively rewrites general and task-specific skills using hill climbing and UCB-driven tree search , guided by environment feedback and…
…collection Community Show, Don't TELL: Explainable AI-Generated Text Detection. We think this is the way forward to build trust in AI Text Detectors. Happy to discuss and get feedback! No…
…Existing approaches commonly reduce this sparse outcome to a single scalar reward or advantage signal , which conflates distinct forms of transition-level feedback and provides limited guidance once basic task success becomes…