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Jie Zhou

9 papers indexed

openalexFrontiers in Medicine2026-07-24

Case Report: Polycythemia vera presenting as persistent unexplained low-grade fever

Ling Huang, Jie Zhou, Li Xf

Persistent fever as an initial manifestation of polycythemia vera (PV) is uncommon and may lead to diagnostic delay. We report a 72-year-old woman with recurrent low-grade fever for 1 month, with a maximum temperature not exceeding 38.0 °C. Although this presentation did not meet…

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openalexFrontiers in Nutrition2026-07-24

Impacts of fixation processing workflows on the volatile and non-volatile metabolomic profiles of Gougunao green tea

Jie Zhou, Wenhua Li, Jinyun Peng, Yifan Cai, Junjie Lu, Yongfa Guo, et al.

Fixation is a central thermal step in green tea processing, but Gougunao tea uses a distinctive two-stage fixation and rolling workflow that has not been systematically evaluated at the metabolomic level. Here, four fixation processing workflows were compared: fully mechanical fi…

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arxivcs.CVcs.AIcs.RO2026-07-24

SM4RT: Learning Structured Motion Geometry for 4D Reconstruction

Shing Ho J. Lin, Wenzhao Zheng, Dong Zhuo, Yuqi Wu, Jie Zhou, Jiwen Lu

Geometry Foundation Models (GFMs) have substantially advanced monocular 3D reconstruction, yet extending this capability to 4D dynamic understanding remains a fundamental challenge. Most existing motion perception methods (e.g., sparse tracking, dense point-wise flow) treat motio…

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arxivcs.AI2026-07-19

Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

Shiyuan Piao, Fan Zehui, Yang Liu, Hong Cheng, Juepeng Zheng, Jie Zhou, et al.

Accurate short-term wind power forecasting is essential for grid stability and operational planning, yet remains challenging due to the complex interactions between atmospheric conditions and turbine dynamics. However, existing methods fail to effectively incorporate weather fore…

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arxivcs.CVcs.AI2026-07-19

EvoGUI: An Evolution-Aware Benchmark for GUI State-Transition Understanding

Yaohan Yang, Minglei Shi, Borui Zhang, Jie Zhou, Jiwen Lu

GUI agents must reason about how actions transform interface states, but end-to-end success rates entangle this ability with perception, grounding, planning, and recovery. We introduce EvoGUI, a diagnostic framework that converts normalized GUI trajectories into three complementa…

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arxivcs.SEcs.AIcs.LG2026-07-15

NexForge: Scaling Agent Capabilities through Requirement-Driven Task Synthesis for LLMs

Jiarong Zhao, Zhikai Lei, Zhiheng Xi, Rui Zheng, Hang Yan, Jie Zhou, et al.

Scaling executable agent training data for LLM post-training is bottlenecked by substrate-bound methods that tie task generation to predefined tools, repositories, or skill graphs: expanding coverage requires manual substrate engineering, each new domain demands a bespoke pipelin…

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arxivcs.CLcs.AI2026-07-09

UltraX: Refining Pre-Training Data at Scale with Adaptive Programmatic Editing

Xinlong Zhao, Dongsheng Liu, Hengyu Zhao, Zixuan Fu, Zheng Wang, Jie Cai, et al.

As available training data approaches its physical limit, gains from Scaling Laws have begun to diminish. Consequently, improving Large Language Models (LLMs) now depends less on data expansion and more on higher-quality data utilization. However, in the context of large-scale co…

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arxivcs.CVcs.AI2026-06-29

IBRSteG: Learning a Generalizable Steganography Framework for 3D Gaussian Splatting

Fanye Kong, Hongyu Xia, Yu Zheng, Boyang Gong, Jie Zhou, Jiwen Lu

Recent advances in deep learning have notably improved steganographic message hiding. However, designing a generalizable steganographic approach for 3D Gaussian Splatting (3DGS) that can embed meaningful 3D scene content remains challenging. In this paper, we propose IBRSteG, a g…

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