Author

Haokun Tian

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Preprint Aug 2026

Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development

A systematic evaluation of seven frontier models on 36 long-horizon tasks based on a new framework that uses rule-based metrics to characterize within-run behavior through Solution Framing, Execution, and Feedback Control and controlled comparisons to assess experience reuse within and across tasks is presented.

Yi-Wei Li, Wanli Yang, Hexiang Tan et al. · 0 citations

Jul 2026

Offline-Online Curriculum RL for Multimodal Reasoning

This work proposes $O^2-CritiCuRL, a novel curriculum reinforcement learning framework that introduces critical-step awareness through an iterative offline-online paradigm, and employs a progressive step-level reinforcement learning strategy, where truncated chains guide the model to infer missing steps and refine its reasoning.

Wendi Deng, Hang Du, Guoshun Nan et al. · arXiv.org · 0 citations