100 citations · 199 across the 4 of their papers we have counts for
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cs.LG2021★ 30 cited
Learning High-Dimensional Parametric Maps via Reduced Basis Adaptive Residual Networks
Thomas O'Leary-Roseberry, Xiaosong Du, Anirban Chaudhuri +3
We propose a scalable framework for the learning of high-dimensional parametric maps via adaptively constructed residual network (ResNet) maps between reduced bases of the inputs a…
math.OC2021★ 25 cited
Certifiable Risk-Based Engineering Design Optimization
Anirban Chaudhuri, Boris Kramer, Matthew Norton +2
Reliable, risk-averse design of complex engineering systems with optimized performance requires dealing with uncertainties. A conventional approach is to add safety margins to a de…