activity
20052019
most citedWide Neural Networks of Any Depth Evolve as Linear Models Under Gradient Descent

290 citations · 506 across the 7 of their papers we have counts for

collaborators

7 papers

stat.ML2019★ 290 cited

Wide Neural Networks of Any Depth Evolve as Linear Models Under Gradient Descent

Jaehoon Lee, Lechao Xiao, Samuel S. Schoenholz +4

A longstanding goal in deep learning research has been to precisely characterize training and generalization. However, the often complex loss landscapes of neural networks have mad…

hep-th2014★ 155 cited

The four-loop remainder function and multi-Regge behavior at NNLLA in planar N=4 super-Yang-Mills theory

Lance J. Dixon, James M. Drummond, Claude Duhr +1

We present the four-loop remainder function for six-gluon scattering with maximal helicity violation in planar N=4 super-Yang-Mills theory, as an analytic function of three dual-co…

hep-th2012★ 28 cited

The six-point remainder function to all loop orders in the multi-Regge limit

Jeffrey Pennington

We present an all-orders formula for the six-point amplitude of planar maximally supersymmetric N=4 Yang-Mills theory in the leading-logarithmic approximation of multi-Regge kinema…

hep-th2010★ 5 cited

Non-perturbative String Theory from Water Waves

Ramakrishnan Iyer, Clifford V. Johnson, Jeffrey S. Pennington

We use a combination of a 't Hooft limit and numerical methods to find non-perturbative solutions of exactly solvable string theories, showing that perturbative solutions in differ…

hep-th2010★ 8 cited

String Theory and Water Waves

Ramakrishnan Iyer, Clifford V. Johnson, Jeffrey S. Pennington

We uncover a remarkable role that an infinite hierarchy of non-linear differential equations plays in organizing and connecting certain {hat c}<1 string theories non-perturbatively…

hep-th2005★ 7 cited

D-Branes and Fluxes in Supersymmetric Quantum Mechanics

James E. Carlisle, Clifford V. Johnson, Jeffrey S. Pennington

Type 0A string theory in the (2,4k) superconformal minimal model backgrounds, with background ZZ D-branes or R-R fluxes can be formulated non-perturbatively. The branes and fluxes…