Surya Ganguli, Ph.D.

2004 University of California, Berkeley, Berkeley, CA 
Elementary Particles and High Energy Physics
"Surya Ganguli"
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Petr Horava grad student 2004 UC Berkeley
 (Geometry from algebra: The holographic emergence of spacetime in string theory.)


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Alex Henry Williams grad student 2016- (Neurotree)
Niru Maheswaranathan grad student 2011-2017 Stanford (Neurotree)
Hidenori Tanaka post-doc Stanford
Friedemann Zenke post-doc 2015-2017 (Neurotree)
Stéphane Deny post-doc 2017-2019 Stanford (Computational Biology Tree)
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Maheswaranathan N, Williams AH, Golub MD, et al. (2019) Reverse engineering recurrent networks for sentiment classification reveals line attractor dynamics. Advances in Neural Information Processing Systems. 32: 15696-15705
Maheswaranathan N, Williams AH, Golub MD, et al. (2019) Universality and individuality in neural dynamics across large populations of recurrent networks. Advances in Neural Information Processing Systems. 2019: 15629-15641
Williams AH, Poole B, Maheswaranathan N, et al. (2019) Discovering Precise Temporal Patterns in Large-Scale Neural Recordings through Robust and Interpretable Time Warping. Neuron
Richards BA, Lillicrap TP, Beaudoin P, et al. (2019) A deep learning framework for neuroscience. Nature Neuroscience. 22: 1761-1770
Ocko SA, Hardcastle K, Giocomo LM, et al. (2018) Emergent elasticity in the neural code for space. Proceedings of the National Academy of Sciences of the United States of America. 115: E11798-E11806
Maheswaranathan N, Kastner DB, Baccus SA, et al. (2018) Inferring hidden structure in multilayered neural circuits. Plos Computational Biology. 14: e1006291
Campbell MG, Ocko SA, Mallory CS, et al. (2018) Principles governing the integration of landmark and self-motion cues in entorhinal cortical codes for navigation. Nature Neuroscience. 21: 1096-1106
Williams AH, Kim TH, Wang F, et al. (2018) Unsupervised Discovery of Demixed, Low-Dimensional Neural Dynamics across Multiple Timescales through Tensor Component Analysis. Neuron
Zenke F, Ganguli S. (2018) SuperSpike: Supervised Learning in Multilayer Spiking Neural Networks. Neural Computation. 1-28
Zenke F, Poole B, Ganguli S. (2017) Continual Learning Through Synaptic Intelligence. Proceedings of Machine Learning Research. 70: 3987-3995
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