Surya Ganguli

Cited by

	All	Since 2016
Citations	8279	7385
h-index	42	39
i10-index	70	65

2700

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675

2025

200920102011201220132014201520162017201820192020202140 58 48 67 87 151 262 560 807 1356 1906 2654 80

Co-authors

Ben PooleResearch Scientist at Google BrainVerified email at stanford.edu
Jascha Sohl-DicksteinGoogle BrainVerified email at google.com
Niru MaheswaranathanGoogle BrainVerified email at google.com
Andrew SaxeSir Henry Dale Fellow & Associate Professor, Department of Experimental Psychology, OxfordVerified email at psy.ox.ac.uk
Subhaneil LahiriPostdoctoral Researcher, Department of Applied Physics, Stanford UniversityVerified email at stanford.edu
James L. McClellandStanford UniversityVerified email at stanford.edu
Yoshua BengioProfessor of computer science, University of Montreal, Mila, IVADO, CIFARVerified email at umontreal.ca
Yann N. DauphinGoogle AIVerified email at dauphin.io
Aran NayebiNeurosciences Ph.D. Candidate, Stanford UniversityVerified email at stanford.edu
Haim SompolinskyProfessor of Physics, Racah Institute of Physics, Edmond and Lily Safra Center for Brain SciencesVerified email at mail.huji.ac.il
Jonathan KadmonStanford UniversityVerified email at stanford.edu
Razvan PascanuResearch Scientist at Google DeepMindVerified email at google.com
Kyunghyun ChoNew York UniversityVerified email at nyu.edu
Caglar GulcehreResearch Scientist at Deepmind and PhD from MILAVerified email at iro.umontreal.ca
Alex H WilliamsStanford UniversityVerified email at stanford.edu
Sam OckoStanfordVerified email at mit.edu
Kiah HardcastlePostdoctoral Scientist (Neuroscience), Harvard UniversityVerified email at fas.harvard.edu
Eric M. TrautmannColumbia UniversityVerified email at columbia.edu
Daniel YaminsAssistant Professor of Computer Science and Psychology, Stanford UniversityVerified email at stanford.edu
David SussilloAdjunct Professor @ StanfordVerified email at stanford.edu

Surya Ganguli

Associate Professor, Stanford University

Verified email at stanford.edu - Homepage

Neuroscience Physics Machine Learning


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Identifying and attacking the saddle point problem in high-dimensional non-convex optimization Y Dauphin, R Pascanu, C Gulcehre, K Cho, S Ganguli, Y Bengio arXiv preprint arXiv:1406.2572, 2014	1086	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	1058	2013
Continual learning through synaptic intelligence F Zenke, B Poole, S Ganguli International Conference on Machine Learning, 3987-3995, 2017	574	2017
Deep knowledge tracing C Piech, J Spencer, J Huang, S Ganguli, M Sahami, L Guibas, ... arXiv preprint arXiv:1506.05908, 2015	428	2015
On the expressive power of deep neural networks M Raghu, B Poole, J Kleinberg, S Ganguli, J Sohl-Dickstein international conference on machine learning, 2847-2854, 2017	386	2017
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	304	2016
Memory traces in dynamical systems S Ganguli, D Huh, H Sompolinsky Proceedings of the National Academy of Sciences 105 (48), 18970-18975, 2008	287	2008
Compressed sensing, sparsity, and dimensionality in neuronal information processing and data analysis S Ganguli, H Sompolinsky Annual review of neuroscience 35, 485-508, 2012	201	2012
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	188	2015
Deep information propagation SS Schoenholz, J Gilmer, S Ganguli, J Sohl-Dickstein arXiv preprint arXiv:1611.01232, 2016	169	2016
Environmental boundaries as an error correction mechanism for grid cells K Hardcastle, S Ganguli, LM Giocomo Neuron 86 (3), 827-839, 2015	165	2015
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	157	2003
Superspike: Supervised learning in multilayer spiking neural networks F Zenke, S Ganguli Neural computation 30 (6), 1514-1541, 2018	154	2018
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	143	2016
A deep learning framework for neuroscience BA Richards, TP Lillicrap, P Beaudoin, Y Bengio, R Bogacz, ... Nature neuroscience 22 (11), 1761-1770, 2019	136	2019
Resurrecting the sigmoid in deep learning through dynamical isometry: theory and practice J Pennington, SS Schoenholz, S Ganguli arXiv preprint arXiv:1711.04735, 2017	134	2017
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	127	2008
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	122	2017
Cortical layer–specific critical dynamics triggering perception JH Marshel, YS Kim, TA Machado, S Quirin, B Benson, J Kadmon, C Raja, ... Science 365 (6453), 2019	109	2019
Deep unsupervised learning using nonequilibrium thermodynamics J Sohl-Dickstein, E Weiss, N Maheswaranathan, S Ganguli International Conference on Machine Learning, 2256-2265, 2015	109	2015

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