102 citations · 137 across the 12 of their papers we have counts for
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cs.LG2022★ 7 cited
Multi-fidelity Hierarchical Neural Processes
Dongxia Wu, Matteo Chinazzi, Alessandro Vespignani +2
Science and engineering fields use computer simulation extensively. These simulations are often run at multiple levels of sophistication to balance accuracy and efficiency. Multi-f…
cs.LG2021★ 2 cited
Deep Bayesian Active Learning for Accelerating Stochastic Simulation
Dongxia Wu, Ruijia Niu, Matteo Chinazzi +3
Stochastic simulations such as large-scale, spatiotemporal, age-structured epidemic models are computationally expensive at fine-grained resolution. While deep surrogate models can…