Surya Ganguli
Surya Ganguli
Assistant Professor, Stanford University
Verified email at - Homepage
TitleCited byYear
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization
YN Dauphin, R Pascanu, C Gulcehre, K Cho, S Ganguli, Y Bengio
Advances in neural information processing systems, 2933-2941, 2014
Exact solutions to the nonlinear dynamics of learning in deep linear neural networks
AM Saxe, JL McClelland, S Ganguli
arXiv preprint arXiv:1312.6120, 2013
Memory traces in dynamical systems
S Ganguli, D Huh, H Sompolinsky
Proceedings of the National Academy of Sciences 105 (48), 18970-18975, 2008
Deep knowledge tracing
C Piech, J Bassen, J Huang, S Ganguli, M Sahami, LJ Guibas, ...
Advances in neural information processing systems, 505-513, 2015
On the expressive power of deep neural networks
M Raghu, B Poole, J Kleinberg, S Ganguli, JS Dickstein
Proceedings of the 34th International Conference on Machine Learning-Volume …, 2017
Continual learning through synaptic intelligence
F Zenke, B Poole, S Ganguli
Proceedings of the 34th International Conference on Machine Learning-Volume …, 2017
Compressed sensing, sparsity, and dimensionality in neuronal information processing and data analysis
S Ganguli, H Sompolinsky
Annual review of neuroscience 35, 485-508, 2012
Holographic protection of chronology in universes of the Gödel type
EK Boyda, S Ganguli, P Hořava, U Varadarajan
Physical Review D 67 (10), 106003, 2003
Exponential expressivity in deep neural networks through transient chaos
B Poole, S Lahiri, M Raghu, J Sohl-Dickstein, S Ganguli
Advances in neural information processing systems, 3360-3368, 2016
On simplicity and complexity in the brave new world of large-scale neuroscience
P Gao, S Ganguli
Current opinion in neurobiology 32, 148-155, 2015
Environmental boundaries as an error correction mechanism for grid cells
K Hardcastle, S Ganguli, LM Giocomo
Neuron 86 (3), 827-839, 2015
One-dimensional dynamics of attention and decision making in LIP
S Ganguli, JW Bisley, JD Roitman, MN Shadlen, ME Goldberg, KD Miller
Neuron 58 (1), 15-25, 2008
Deep learning models of the retinal response to natural scenes
L McIntosh, N Maheswaranathan, A Nayebi, S Ganguli, S Baccus
Advances in neural information processing systems, 1369-1377, 2016
Deep information propagation
SS Schoenholz, J Gilmer, S Ganguli, J Sohl-Dickstein
arXiv preprint arXiv:1611.01232, 2016
Deep unsupervised learning using nonequilibrium thermodynamics
J Sohl-Dickstein, EA Weiss, N Maheswaranathan, S Ganguli
arXiv preprint arXiv:1503.03585, 2015
Function constrains network architecture and dynamics: A case study on the yeast cell cycle Boolean network
KY Lau, S Ganguli, C Tang
Physical Review E 75 (5), 051907, 2007
Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methods
J Sohl-Dickstein, B Poole, S Ganguli
International Conference on Machine Learning, 604-612, 2014
A multiplexed, heterogeneous, and adaptive code for navigation in medial entorhinal cortex
K Hardcastle, N Maheswaranathan, S Ganguli, LM Giocomo
Neuron 94 (2), 375-387. e7, 2017
On the saddle point problem for non-convex optimization
R Pascanu, YN Dauphin, S Ganguli, Y Bengio
arXiv preprint arXiv:1405.4604, 2014
Statistical mechanics of compressed sensing
S Ganguli, H Sompolinsky
Physical review letters 104 (18), 188701, 2010
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Articles 1–20