artificial intelligence

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Generalized Agent Iteration: One Formal Framework for Iterative Policy Improvement and Recursive Self-Improvement arxiv.org
The paper introduces Generalized Agent Iteration (GAI), a formal framework that unifies classical iterative policy improvement (GPI) and recursive self‑improvement (RSI). GAI treats an agent as a set of modifiable components and models learning as a loop of evaluation and improvement. Two binary “dials”—whether the improvement mechanism is internal to the agent and whether the evaluation standard…
Hugging Face Daily Papersarxiv.orgHongyao Tang, Yi Ma, Pengyi Li11d1 minpaper
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Calibrating Teacher--Student Discrepancy for On-Policy Distillation arxiv.org
This paper introduces Calibrated On-Policy Distillation (Cal-OPD), a method to improve knowledge distillation by filtering out the teacher model's inherent deviations from the learning signal. Cal-OPD estimates and removes the teacher's self-deviation, leading to better student performance on mathematical reasoning tasks.
Hugging Face Daily Papersarxiv.orgQiangqiang He, Jin Li, MingCai Chen4d1 minpaper
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ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents arxiv.org
ScienceBuddy is an interactive workspace that converts researcher prompts, feedback, and execution traces into continual‑learning tasks for AI agents. It introduces a "recursive‑in‑recursive" self‑improvement loop that alternates harness refinement and model training, and showcases case studies across four scientific task families.
Hugging Face Daily Papersarxiv.orgShuhan Xue, Jianyuan Zhong, Ziyuan Nan7d1 minpaperHN2

artificial intelligence

Generalized Agent Iteration: One Formal Framework for Iterative Policy Improvement and Recursive Self-Improvementarxiv.org

Calibrating Teacher--Student Discrepancy for On-Policy Distillationarxiv.org

ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agentsarxiv.org

Generalized Agent Iteration: One Formal Framework for Iterative Policy Improvement and Recursive Self-Improvement arxiv.org

Calibrating Teacher--Student Discrepancy for On-Policy Distillation arxiv.org

ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents arxiv.org