Rong Ge
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| title | conference | date |
|---|---|---|
| Explaining Landscape Connectivity of Low-cost Solutions for Multilayer Nets | Frontiers of Deep Learning 2019 | 2019-07-15 |
Paper proves that solutions satisfying dropout stability (and a stronger noise stability variant) are connected by explicit low-cost paths, constructed by… | ||
| Can Non-Convex Optimization be Robust? | Robust and High-Dimensional Statistics (Simons Institute workshop, 2018) | 2018-10-29 |
Shows that if an unknown smooth objective F is pointwise close to an accessed function f with error nu ≤ O(ε^{3/2}/(√ρ · d)) then convolving f with a Gaussian… | ||
| Learning Mixture of Gaussians using Moment Tensor | Tensors in Computer Science and Geometry 2014 | 2014-11-10 |
Provides a polynomial-time, polynomial-sample algorithm that recovers parameters of a smoothed mixture of K general Gaussians by converting folded empirical… | ||
| Learning Overcomplete Latent Variable Models through Tensor Power Method | Semidefinite Optimization, Approximation and Applications 2014 | 2014-09-24 |
Presents a polynomial-time algorithm that recovers overcomplete latent-variable models (mixtures and multiview) by constructing a third-order moment tensor and… | ||
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