Jinjin He

Jinjin He

A Ph.D. student

Research

Chinese poem transported by the VIOT incompressible flow operator 3D volumetric letters transported through G, R, A, P, and H
A Variational Optimal Transport Operator on Incompressible Flow arXiv preprint, 2026 Jinjin He, Shenyifan Lu, Sinan Wang, Zhiqi Li, Duowen Chen, and Bo Zhu
Paper Code Project Page
Neural Harmonic Measure Operator: harmonic-measure density with Walk-on-Spheres paths and the residual lift
Neural Harmonic Measure Operator NeurIPS 2026 (Conference on Neural Information Processing Systems) Jinjin He, Sinan Wang, Yuchen Sun, Bo Zhu
Paper Code Project Page
Coupled nonlinear surface waves and three-dimensional fluid flow
Hamiltonian Two-Way Coupling of Nonlinear Waves and 3D Flows SIGGRAPH Asia 2026 (ACM Transactions on Graphics) to appear Sinan Wang*, Ruicheng Wang*, Taiyuan Zhang, Fan Feng, Jinjin He, Yuchen Sun, Zhiqi Li, and Bo Zhu (*: co-first author)
Webpage Paper Code Video
Image generation results using unified long-short flow maps
Unified Long-Short Flow Maps for Fast Generation SIGGRAPH Asia 2026 (Conference Papers) to appear Zhiqi Li, Jinjin He, Duowen Chen, Ruicheng Wang, Shenyifan Lu, Yuxuan Liao, Yuchen Sun, Sinan Wang, and Bo Zhu
Two-phase Impulse Fluid on Particle Flow Map
Two-phase Impulse Fluid on Particle Flow Map TVCG 2026 (IEEE Transactions on Visualization and Computer Graphics) Hui Wang, Jinjin He, Xubo Yang
Paper Project Page
Hermite-NGP: Gradient-Augmented Hash Encoding for Learning PDEs
Hermite-NGP: Gradient-Augmented Hash Encoding for Learning PDEs ICML 2026 (International Conference on Machine Learning) Jinjin He, Zhiqi Li, Sinan Wang, Bo Zhu
Paper Project Page
Trajectory Consistency for One-Step Generation on Euler Mean Flows
Trajectory Consistency for One-Step Generation on Euler Mean Flows ICML 2026 (International Conference on Machine Learning) Zhiqi Li, Yuchen Sun, Duowen Chen, Jinjin He, Bo Zhu
Paper Project Page
Generative Modeling with Orbit-Space Particle Flow Matching
Generative Modeling with Orbit-Space Particle Flow Matching SIGGRAPH 2026 (ACM Transactions on Graphics) Sinan Wang*, Jinjin He*, Shenyifan Lu, Ruicheng Wang, Greg Turk, Bo Zhu(* co-first author)
Paper Project Page
A Level Set Method on Particle Flow Maps
A Level Set Method on Particle Flow Maps IJNME (International Journal for Numerical Methods in Engineering) accepted Jinjin He, Taiyuan Zhang, Zhiqi Li, Junwei Zhou, Duowen Chen, Bo Zhu
Paper
An Adjoint Method for Differentiable Fluid Simulation on Flow Maps
An Adjoint Method for Differentiable Fluid Simulation on Flow Maps SIGGRAPH Asia 2025 (Conference Papers) Zhiqi Li*, Jinjin He*, Barnabás Börcsök, Taiyuan Zhang, Duowen Chen, Tao Du, Ming Lin, Greg Turk, Bo Zhu (* co-first author)
Paper Project Page
Fluid Simulation on Compressible Flow Maps
Fluid Simulation on Compressible Flow Maps SIGGRAPH 2025 (ACM Transactions on Graphics) Duowen Chen*, Zhiqi Li*, Taiyuan Zhang, Jinjin He, Junwei Zhou, Bart G van Bloemen Waanders, Bo Zhu(* co-first author)
Paper Project Page
Multi-level Partition of Unity on Differentiable Moving Particles
Multi-level Partition of Unity on Differentiable Moving Particles SIGGRAPH Asia 2024 (ACM Transactions on Graphics) Jinjin He, Taiyuan Zhang, Hiroki Kobayashi, Atsushi Kawamoto, Yuqing Zhou, Tsuyoshi Nomura, Bo Zhu
Paper Project Page