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20122026
most citedAI for Next Generation Computing: Emerging Trends and Future Directions

681 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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2 papers · 1 filter

math.NA2022★ 33 cited

Residual-based error correction for neural operator accelerated infinite-dimensional Bayesian inverse problems

Lianghao Cao, Thomas O'Leary-Roseberry, Prashant K. Jha +2

We explore using neural operators, or neural network representations of nonlinear maps between function spaces, to accelerate infinite-dimensional Bayesian inverse problems (BIPs)…

math.NA2020★ 22 cited

Derivative-Informed Projected Neural Networks for High-Dimensional Parametric Maps Governed by PDEs

Thomas O'Leary-Roseberry, Umberto Villa, Peng Chen +1

Many-query problems, arising from uncertainty quantification, Bayesian inversion, Bayesian optimal experimental design, and optimization under uncertainty-require numerous evaluati…