Author

Rui Pan

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Preprint Sep 2026

DeepSeek Elastic Compute (DSec): A Sandbox Infrastructure for Effective Agentic Training at Scale

Large-scale agentic training and evaluation with large language models (LLMs) rely on isolated, stateful execution environments in which models inspect repositories, invoke tools, execute commands, and interact with task-specific services. These workloads create sandboxes in large bursts, span heterogeneous functionali...

Jia-Liang Huang, Hong-Xuan Tang, Jing-Chang Chen et al. · 3 citations

#artificial intelligence Conference May 2025

MiCRo: Mixture Modeling and Context-aware Routing for Personalized Preference Learning

MiCRo is introduced, a two-stage framework that enhances personalized preference learning by leveraging large-scale binary preference datasets without requiring explicit fine-grained annotations and effectively captures diverse human preferences and significantly improves downstream personalization.

Jingyan Shen, Jiarui Yao, Rui Yang et al. · Conference on Empirical Meth... · 11 citations · ⚡3

#small language model Preprint Aug 2026

Decoupled Physical Modeling and Execution for Physics Reasoning

A unified framework is introduced that distills intermediate representations that explicitly encode the physical modeling process and adopt a two-stage post-training strategy, where supervised fine-tuning establishes structured modeling, and reinforcement learning with rubric-based feedback improves the quality of the...

Ye Zhang, Xue-Hang Guo, Rui Pan et al. · 1 citation