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Xinling Yu
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Ano
When and why PINNs fail to train: A neural tangent kernel perspective
S Wang, X Yu, P Perdikaris
Journal of Computational Physics 449, 110768, 2022
10592022
DeepOHeat: operator learning-based ultra-fast thermal simulation in 3D-IC design
Z Liu, Y Li, J Hu, X Yu, S Shiau, X Ai, Z Zeng, Z Zhang
2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023
222023
Tensor-Compressed Back-Propagation-Free Training for (Physics-Informed) Neural Networks
Y Zhao*, X Yu*, Z Chen, Z Liu, S Liu, Z Zhang
arXiv preprint arXiv:2308.09858, 2023
112023
PIFON-EPT: Mr-based electrical property tomography using physics-informed fourier networks
X Yu, JEC Serrallés, II Giannakopoulos, Z Liu, L Daniel, R Lattanzi, ...
IEEE journal on multiscale and multiphysics computational techniques 9, 49-60, 2023
102023
TT-PINN: A Tensor-Compressed Neural PDE Solver for Edge Computing
Z Liu*, X Yu*, Z Zhang
Hardware-Aware Efficient Training at ICML 2022, 2022
72022
Separable operator networks
X Yu, S Hooten, Z Liu, Y Zhao, M Fiorentino, T Van Vaerenbergh, Z Zhang
Transactions on Machine Learning Research, 2024
52024
MR-Based Electrical Property Reconstruction Using Physics-Informed Neural Networks
X Yu, JEC Serrallés, II Giannakopoulos, Z Liu, L Daniel, R Lattanzi, ...
QMR Lucca workshop on MR Phase, Magnetic Susceptibility and Electrical …, 2022
22022
Photonic KAN: a Kolmogorov-Arnold network inspired efficient photonic neuromorphic architecture
Y Peng, S Hooten, X Yu, T Van Vaerenbergh, Y Yuan, X Xiao, B Tossoun, ...
arXiv preprint arXiv:2408.08407, 2024
12024
Real-Time FJ/MAC PDE Solvers via Tensorized, Back-Propagation-Free Optical PINN Training
Y Zhao, X Xiao, X Yu, Z Liu, Z Chen, G Kurczveil, RG Beausoleil, Z Zhang
Machine Learning with New Compute Paradigms at NeurIPS 2023, 2023
12023
SepONet: Efficient Large-Scale Physics-Informed Operator Learning
X Yu, S Hooten, Z Liu, Y Zhao, M Fiorentino, T Van Vaerenbergh, Z Zhang
NeurIPS 2024 Workshop on Data-driven and Differentiable Simulations …, 0
1
Scalable Back-Propagation-Free Training of Optical Physics-Informed Neural Networks
Y Zhao, X Yu, X Xiao, Z Chen, Z Liu, G Kurczveil, RG Beausoleil, S Liu, ...
arXiv preprint arXiv:2502.12384, 2025
2025
Enhanced Operator Learning for Scalable and Ultra-fast Thermal Simulation in 3D-IC Design
X Yu, Z Liu, H Li, I Young, Z Zhang
Proceedings of the 30th Asia and South Pacific Design Automation Conference …, 2025
2025
Experimental Demonstration of an Optical Neural PDE Solver via On-Chip PINN Training
Y Zhao, X Xiao, A Descos, Y Yuan, X Yu, G Kurczveil, M Fiorentino, ...
arXiv preprint arXiv:2501.00742, 2025
2025
Electrical Property Mapping using Vision Transformers and Canny Edge Detection
I Giannakopoulos, X Yu, G Carluccio, G Koerzdoerfer, K Lakshmanan, ...
ISMRM Annual Meeting in Singapore, 2024
2024
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