Rong Ge
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Tensor decompositions for learning latent variable models
A Anandkumar, R Ge, D Hsu, SM Kakade, M Telgarsky
Journal of Machine Learning Research 15, 2773-2832, 2014
8622014
Escaping from saddle points—online stochastic gradient for tensor decomposition
R Ge, F Huang, C Jin, Y Yuan
Conference on Learning Theory, 797-842, 2015
6942015
Matrix completion has no spurious local minimum
R Ge, JD Lee, T Ma
Advances in Neural Information Processing Systems, 2973-2981, 2016
4202016
How to escape saddle points efficiently
C Jin, R Ge, P Netrapalli, SM Kakade, MI Jordan
arXiv preprint arXiv:1703.00887, 2017
3962017
Learning topic models--going beyond SVD
S Arora, R Ge, A Moitra
2012 IEEE 53rd annual symposium on foundations of computer science, 1-10, 2012
3822012
A practical algorithm for topic modeling with provable guarantees
S Arora, R Ge, Y Halpern, D Mimno, A Moitra, D Sontag, Y Wu, M Zhu
International Conference on Machine Learning, 280-288, 2013
3682013
Computing a nonnegative matrix factorization---Provably
S Arora, R Ge, R Kannan, A Moitra
SIAM Journal on Computing 45 (4), 1582-1611, 2016
3662016
Generalization and equilibrium in generative adversarial nets (gans)
S Arora, R Ge, Y Liang, T Ma, Y Zhang
arXiv preprint arXiv:1703.00573, 2017
3442017
Provable bounds for learning some deep representations
S Arora, A Bhaskara, R Ge, T Ma
International Conference on Machine Learning, 584-592, 2014
3052014
No spurious local minima in nonconvex low rank problems: A unified geometric analysis
R Ge, C Jin, Y Zheng
arXiv preprint arXiv:1704.00708, 2017
2422017
Stronger generalization bounds for deep nets via a compression approach
S Arora, R Ge, B Neyshabur, Y Zhang
arXiv preprint arXiv:1802.05296, 2018
2302018
A tensor approach to learning mixed membership community models
A Anandkumar, R Ge, D Hsu, SM Kakade
The Journal of Machine Learning Research 15 (1), 2239-2312, 2014
2282014
New algorithms for learning in presence of errors
S Arora, R Ge
Automata, Languages and Programming, 403-415, 2011
2262011
New algorithms for learning incoherent and overcomplete dictionaries
S Arora, R Ge, A Moitra
Conference on Learning Theory, 779-806, 2014
1872014
Computational complexity and information asymmetry in financial products
S Arora, B Barak, M Brunnermeier, R Ge
ICS, 49-65, 2010
1772010
Global convergence of policy gradient methods for the linear quadratic regulator
M Fazel, R Ge, SM Kakade, M Mesbahi
arXiv preprint arXiv:1801.05039, 2018
167*2018
Simple, efficient, and neural algorithms for sparse coding
S Arora, R Ge, T Ma, A Moitra
Proceedings of Machine Learning Research, 2015
1622015
Learning one-hidden-layer neural networks with landscape design
R Ge, JD Lee, T Ma
arXiv preprint arXiv:1711.00501, 2017
1412017
Un-regularizing: approximate proximal point and faster stochastic algorithms for empirical risk minimization
R Frostig, R Ge, S Kakade, A Sidford
International Conference on Machine Learning, 2540-2548, 2015
1172015
Efficient approaches for escaping higher order saddle points in non-convex optimization
A Anandkumar, R Ge
Conference on learning theory, 81-102, 2016
1072016
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