8 citations · 14 across the 9 of their papers we have counts for
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cs.LG2023
Seeking the Yield Barrier: High-Dimensional SRAM Evaluation Through Optimal Manifold
Yanfang Liu, Guohao Dai, Wei W. Xing
Being able to efficiently obtain an accurate estimate of the failure probability of SRAM components has become a central issue as model circuits shrink their scale to submicrometer…
cs.LG2023
Differentiable Multi-Fidelity Fusion: Efficient Learning of Physics Simulations with Neural Architecture Search and Transfer Learning
Yuwen Deng, Wang Kang, Wei W. Xing
With rapid progress in deep learning, neural networks have been widely used in scientific research and engineering applications as surrogate models. Despite the great success of ne…
cs.LG2021
Residual Gaussian Process: A Tractable Nonparametric Bayesian Emulator for Multi-fidelity Simulations
Wei W. Xing, Akeel A. Shah, Peng Wang +2
Challenges in multi-fidelity modeling relate to accuracy, uncertainty estimation and high-dimensionality. A novel additive structure is introduced in which the highest fidelity sol…