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Jinouwen Zhang

3 accepted papers

2025

FuncGenFoil: Airfoil Generation and Editing Model in Function Space

NeurIPS 2025poster

Aircraft manufacturing is the jewel in the crown of industry, in which generating high-fidelity airfoil geometries with controllable and editable representations remains a fundamental challenge. Existing deep learning methods, which typically rely on predefined parametric representations (e.g., Bézi…

Cited by 0SourcecodeScholar
2025

LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents

NeurIPS 2025poster

Scientific embodied agents play a crucial role in modern laboratories by automating complex experimental workflows. Compared to typical household environments, laboratory settings impose significantly higher demands on perception of physical-chemical transformations and long-horizon planning, making…

Cited by 0SourcecodeScholar
2025

Pretrained Reversible Generation as Unsupervised Visual Representation Learning

ICCV 2025poster

Recent generative models based on score matching and flow matching have significantly advanced generation tasks, but their potential in discriminative tasks remains underexplored. Previous approaches, such as generative classifiers, have not fully leveraged the capabilities of these models for discr…