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Home Members Zhang, Wei, Dr.

Zhang, Wei, Dr.

Contact

Position
Staff
Room
4107
Phone
+49 30 84185-392
Email
Email
Division
Mathematics of Complex Systems
Department
Visual and Data-Centric Computing
Group
Bioinformatics in Medicine

Publications

2025
Improving the Euclidean Diffusion Generation of Manifold Data by Mitigating Score Function Singularity NeurIPS 2025, 2025 (accepted for publication) Zichen Liu, Wei Zhang, Tiejun Li BibTeX
arXiv
On finding optimal collective variables for complex systems by minimizing the deviation between effective and full dynamics Multiscale Modeling and Simulation, 23(2), pp. 924-958, 2025 Wei Zhang, Christof Schütte BibTeX
arXiv
DOI
Riemannian denoising diffusion probabilistic models 2025 (under review) Zichen Liu, Wei Zhang, Christof Schütte, Tiejun Li BibTeX
arXiv
2024
Analyzing multimodal probability measures with autoencoders J. Phys. Chem. B, 128(11), pp. 2607-2631, 2024 Tony Lelièvre, Thomas Pigeon, Gabriel Stoltz, Wei Zhang PDF
BibTeX
DOI
EPR-Net: Constructing non-equilibrium potential landscape via a variational force projection formulation National Science Review, 11(7), 2024 Yue Zhao, Wei Zhang, Tiejun Li BibTeX
DOI
2023
Understanding recent deep-learning techniques for identifying collective variables of molecular dynamics Proceedings in Applied Mathematics and Mechanics, 23(4), 2023 Wei Zhang, Christof Schütte BibTeX
DOI
2022
Multiple projection MCMC algorithms on submanifolds IMA Journal of Numerical Analysis, 2022 Tony Lelievre, Gabriel Stoltz, Wei Zhang BibTeX
arXiv
DOI
Solving eigenvalue PDEs of metastable diffusion processes using artificial neural networks Journal of Computational Physics, Vol.465, 2022 Wei Zhang, Tiejun Li, Christof Schütte BibTeX
arXiv
DOI
2021
Non-reversible sampling schemes on submanifolds SIAM Journal on Numerical Analysis, 59(6), pp. 2989-3031, 2021 Upanshu Sharma, Wei Zhang BibTeX
arXiv
DOI
Some new results on relative entropy production, time reversal, and optimal control of time-inhomogeneous diffusion processes Journal of Mathematical Physics, 62(4), 2021 Wei Zhang BibTeX
arXiv
DOI
2019
Ergodic SDEs on submanifolds and related numerical sampling schemes ESAIM: Mathematical Modelling and Numerical Analysis, 2019 Wei Zhang BibTeX
arXiv
Jarzynski's equality, fluctuation theorems, and variance reduction: Mathematical analysis and numerical algorithms Journal of Statistical Physics, 175(6), pp. 1214-1261, 2019 Carsten Hartmann, Christof Schütte, Wei Zhang BibTeX
arXiv
DOI
Learning chemical reaction networks from trajectory data SIAM Journal on Applied Dynamical Systems (SIADS), 18(4), pp. 2000-2046, 2019 Wei Zhang, Stefan Klus, Tim Conrad, Christof Schütte BibTeX
arXiv
DOI
Pathwise estimates for effective dynamics: the case of nonlinear vectorial reaction coordinates Multiscale Modeling and Simulation, pp. 1019-1051, 2019 Tony Lelièvre, Wei Zhang BibTeX
arXiv
DOI
2018
Optimal control of Markov jump processes: Asymptotic analysis, algorithms and applications to the modeling of chemical reaction systems Communications in Mathematical Sciences, pp. 293-331, 2018 Wei Zhang, Carsten Hartmann, Max von Kleist BibTeX
DOI
Statistical analysis of the first passage path ensemble of jump processes Journal of Statistical Physics, Vol.170, pp. 809-843, 2018 Max von Kleist, Christof Schütte, Wei Zhang BibTeX
DOI
2017
Reliable approximation of long relaxation timescales in molecular dynamics Entropy, 19(7), 2017 (preprint available as ) Wei Zhang, Christof Schütte BibTeX
DOI
Variational characterization of free energy: theory and algorithms Entropy, 19(11), 2017 (preprint available as ZIB-Report 17-52) Carsten Hartmann, Lorenz Richter, Christof Schütte, Wei Zhang PDF (ZIB-Report)
BibTeX
DOI
2016
Effective dynamics along given reaction coordinates, and reaction rate theory Faraday Discussions, pp. 365-394, 2016 (preprint available as ) Wei Zhang, Carsten Hartmann, Christof Schütte BibTeX
DOI