Author

Yun Luo

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#artificial intelligence Preprint Oct 2026

From Research Goals to Scientific Closure: Evaluating Agents Through Evidence-Supported Physics Research

Can AI agents organize scientific investigations that lead to well-supported conclusions? To evaluate this capability, we introduce PhysClosureBench, a benchmark of 50 expert-verified, goal-specified research tasks spanning strong-field, attosecond, and neighboring physics areas. Each task specifies the research object...

Yi-Jia Mao, Song-Bin Dai, Tao Chen et al. · 0 citations

#artificial intelligence Review Sep 2026

SciWalker: Synthesizing Scientific Coding Problems with Operator Graphs and Execution Feedback

SciWalker, a framework for synthesizing scientific coding problems through operator-chain sampling and execution feedback, enables scalable task generation while promoting scientific grounding, computational diversity, and executability.

Chen-Xi Li, Wen-Xuan Zeng, Yun Luo et al. · 0 citations

Review Aug 2026

SimpleOPD: Simple Tokenizer-Agnostic On-Policy Distillation for Long-Context Reasoning

This work introduces a student reference KL loss and mask the advantages of special termination tokens to mitigate the problem of excessive generation length and frequent truncation, and improves on science benchmarks such as HLE and HiPhO, suggesting that OPD transfers reasoning capabilities that generalize beyond the...

Hao-Nan He, Hao Lei, Yun Luo et al. · 5 citations · ⚡1