Accelerating hypersonic reentry simulations using deep learning-based hybridization (with guarantees)

Multilayer feedforward networks are universal approximators

Kurt Hornik, Maxwell B. Stinchcombe, Halbert White · Neural Networks · 1989 · 21.2K citations

Computing, Computer Science, Mathematics +10

A logical calculus of the ideas immanent in nervous activity

Warren S. McCulloch, Walter Pitts · Bulletin of Mathematical Biology · 1943 · 18K citations

Life Sciences, Neurobiology, Neuroscience +8

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

Maziar Raissi, Paris Perdikaris, George Em Karniadakis · Journal of Computational Physics · 2018 · 16.9K citations · Full text

Natural Sciences, Computer Science, Physics +16

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

Natural Sciences, Computer Science, Algorithms +8

Efficient Global Optimization of Expensive Black-Box Functions

Donald R. Jones, Matthias Schonlau, William J. Welch · Journal of Global Optimization · 1998 · 7.8K citations

Natural Sciences, Computer Science, Algorithms +10