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Shiqiang Zhang
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SnAKe: Bayesian optimization with pathwise exploration
JP Folch, S Zhang, R Lee, B Shafei, D Walz, C Tsay, M van der Wilk, ...
Advances in Neural Information Processing Systems 35, 35226-35239, 2022
192022
Efficient Weingarten map and curvature estimation on manifolds
Y Cao, D Li, H Sun, AH Assadi, S Zhang
Machine Learning 110 (6), 1319-1344, 2021
15*2021
Augmenting optimization-based molecular design with graph neural networks
S Zhang, JS Campos, C Feldmann, F Sandfort, M Mathea, R Misener
Computers & Chemical Engineering 186, 108684, 2024
102024
Optimizing over trained GNNs via symmetry breaking
S Zhang, J Campos, C Feldmann, D Walz, F Sandfort, M Mathea, C Tsay, ...
Advances in Neural Information Processing Systems 36, 44898-44924, 2023
92023
The Bayesian inference of Pareto models based on information geometry
F Sun, Y Cao, S Zhang, H Sun
Entropy 23 (1), 45, 2020
72020
Verifying message-passing neural networks via topology-based bounds tightening
C Hojny, S Zhang, JS Campos, R Misener
Forty-first International Conference on Machine Learning, 2024
62024
Determining the edge metric dimension of the generalized Petersen graph P (n, 3)
DGL Wang, MMY Wang, S Zhang
Journal of Combinatorial Optimization 43 (2), 460-496, 2022
62022
Unsupervised Environmental Sound Classification Based On Topological Persistence
Y Cao, S Zhang, F Yan, W Li, F Sun, H Sun
2019 IEEE International Conference on Signal, Information and Data …, 2019
62019
A new riemannian structure in SPD (n)
S Zhang, Y Cao, W Li, F Yan, Y Luo, H Sun
2019 IEEE International Conference on Signal, Information and Data …, 2019
62019
Global Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation
Y Xie, S Zhang, J Paulson, C Tsay
arXiv preprint arXiv:2410.16893, 2024
42024
Dependence in constrained Bayesian optimization: When do we need it and how does it help?
S Zhang, RM Lee, B Shafei, D Walz, R Misener
Optimization Letters 18 (6), 1457-1473, 2024
42024
Geometric characteristics of the wasserstein metric on spd (n) and its applications on data processing
Y Luo, S Zhang, Y Cao, H Sun
Entropy 23 (9), 1214, 2021
4*2021
Practical path-based Bayesian optimization
JP Folch, J Odgers, S Zhang, RM Lee, B Shafei, D Walz, C Tsay, ...
arXiv preprint arXiv:2312.00622, 2023
32023
Rigid shape registration based on extended hamiltonian learning
J Yi, S Zhang, Y Cao, E Zhang, H Sun
Entropy 22 (5), 539, 2020
22020
Description of Stability for Two and Three-Dimensional Linear Time-Invariant Systems Based on Curvature and Torsion
Y Wang, H Sun, Y Song, Y Cao, S Zhang
arXiv preprint arXiv:1808.00290, 2018
22018
Limeade: Let integer molecular encoding aid
S Zhang, CW Feldmann, F Sandfort, M Mathea, JS Campos, R Misener
arXiv preprint arXiv:2411.16623, 2024
12024
BoGrape: Bayesian optimization over graphs with shortest-path encoded
Y Xie, S Zhang, J Qing, R Misener, C Tsay
arXiv preprint arXiv:2503.05642, 2025
2025
Torsion Discriminance for Stability of Linear Time-Invariant Systems
Y Wang, H Sun, Y Cao, S Zhang
Mathematics 8 (3), 386, 2020
2020
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