Surya Ganguli, Ph.D. - Publications

Affiliations: 
2004 University of California, Berkeley, Berkeley, CA 
Area:
Elementary Particles and High Energy Physics

37 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2022 Nayebi A, Sagastuy-Brena J, Bear DM, Kar K, Kubilius J, Ganguli S, Sussillo D, DiCarlo JJ, Yamins DLK. Recurrent Connections in the Primate Ventral Visual Stream Mediate a Trade-Off between Task Performance and Network Size during Core Object Recognition. Neural Computation. 1-25. PMID 35798321 DOI: 10.1162/neco_a_01506  0.301
2022 Tanaka H, Nayebi A, Maheswaranathan N, McIntosh L, Baccus SA, Ganguli S. From deep learning to mechanistic understanding in neuroscience: the structure of retinal prediction. Advances in Neural Information Processing Systems. 32: 8537-8547. PMID 35283616  0.77
2021 Mann K, Deny S, Ganguli S, Clandinin TR. Coupling of activity, metabolism and behaviour across the Drosophila brain. Nature. 593: 244-248. PMID 33911283 DOI: 10.1038/s41586-021-03497-0  0.75
2020 Rumyantsev OI, Lecoq JA, Hernandez O, Zhang Y, Savall J, Chrapkiewicz R, Li J, Zeng H, Ganguli S, Schnitzer MJ. Fundamental bounds on the fidelity of sensory cortical coding. Nature. 580: 100-105. PMID 32238928 DOI: 10.1038/S41586-020-2130-2  0.313
2020 Bahri Y, Kadmon J, Pennington J, Schoenholz SS, Sohl-Dickstein J, Ganguli S. Statistical Mechanics of Deep Learning Annual Review of Condensed Matter Physics. 11: 501-528. DOI: 10.1146/Annurev-Conmatphys-031119-050745  0.383
2019 Maheswaranathan N, Williams AH, Golub MD, Ganguli S, Sussillo D. Reverse engineering recurrent networks for sentiment classification reveals line attractor dynamics. Advances in Neural Information Processing Systems. 32: 15696-15705. PMID 32782423  0.771
2019 Maheswaranathan N, Williams AH, Golub MD, Ganguli S, Sussillo D. Universality and individuality in neural dynamics across large populations of recurrent networks. Advances in Neural Information Processing Systems. 2019: 15629-15641. PMID 32782422  0.785
2019 Williams AH, Poole B, Maheswaranathan N, Dhawale AK, Fisher T, Wilson CD, Brann DH, Trautmann EM, Ryu S, Shusterman R, Rinberg D, Ölveczky BP, Shenoy KV, Ganguli S. Discovering Precise Temporal Patterns in Large-Scale Neural Recordings through Robust and Interpretable Time Warping. Neuron. PMID 31786013 DOI: 10.1016/J.Neuron.2019.10.020  0.75
2019 Richards BA, Lillicrap TP, Beaudoin P, Bengio Y, Bogacz R, Christensen A, Clopath C, Costa RP, de Berker A, Ganguli S, Gillon CJ, Hafner D, Kepecs A, Kriegeskorte N, Latham P, et al. A deep learning framework for neuroscience. Nature Neuroscience. 22: 1761-1770. PMID 31659335 DOI: 10.1038/S41593-019-0520-2  0.759
2019 Marshel JH, Kim YS, Machado TA, Quirin S, Benson B, Kadmon J, Raja C, Chibukhchyan A, Ramakrishnan C, Inoue M, Shane JC, McKnight DJ, Yoshizawa S, Kato HE, Ganguli S, et al. Cortical layer-specific critical dynamics triggering perception. Science (New York, N.Y.). PMID 31320556 DOI: 10.1126/Science.Aaw5202  0.338
2019 Trautmann EM, Stavisky SD, Lahiri S, Ames KC, Kaufman MT, O'Shea DJ, Vyas S, Sun X, Ryu SI, Ganguli S, Shenoy KV. Accurate Estimation of Neural Population Dynamics without Spike Sorting. Neuron. PMID 31171448 DOI: 10.1016/J.Neuron.2019.05.003  0.375
2019 Saxe AM, McClelland JL, Ganguli S. A mathematical theory of semantic development in deep neural networks. Proceedings of the National Academy of Sciences of the United States of America. PMID 31101713 DOI: 10.1073/Pnas.1820226116  0.789
2019 Wagner MJ, Kim TH, Kadmon J, Nguyen ND, Ganguli S, Schnitzer MJ, Luo L. Shared Cortex-Cerebellum Dynamics in the Execution and Learning of a Motor Task. Cell. PMID 30929904 DOI: 10.1016/J.Cell.2019.02.019  0.339
2018 Ocko SA, Hardcastle K, Giocomo LM, Ganguli S. Emergent elasticity in the neural code for space. Proceedings of the National Academy of Sciences of the United States of America. 115: E11798-E11806. PMID 30482856 DOI: 10.1073/Pnas.1805959115  0.369
2018 Maheswaranathan N, Kastner DB, Baccus SA, Ganguli S. Inferring hidden structure in multilayered neural circuits. Plos Computational Biology. 14: e1006291. PMID 30138312 DOI: 10.1371/Journal.Pcbi.1006291  0.765
2018 Williams AH, Kim TH, Wang F, Vyas S, Ryu SI, Shenoy KV, Schnitzer M, Kolda TG, Ganguli S. Unsupervised Discovery of Demixed, Low-Dimensional Neural Dynamics across Multiple Timescales through Tensor Component Analysis. Neuron. PMID 29887338 DOI: 10.1016/J.Neuron.2018.05.015  0.608
2018 Zenke F, Ganguli S. SuperSpike: Supervised Learning in Multilayer Spiking Neural Networks. Neural Computation. 1-28. PMID 29652587 DOI: 10.1162/Neco_A_01086  0.753
2018 Nayebi A, Kubilius J, Bear D, Ganguli S, DiCarlo J, Yamins D. Convolutional recurrent neural network models of dynamics in higher visual cortex Journal of Vision. 18: 717. DOI: 10.1167/18.10.717  0.358
2017 Zenke F, Poole B, Ganguli S. Continual Learning Through Synaptic Intelligence. Proceedings of Machine Learning Research. 70: 3987-3995. PMID 31909397  0.712
2017 Hardcastle K, Ganguli S, Giocomo LM. Cell types for our sense of location: where we are and where we are going. Nature Neuroscience. 20: 1474-1482. PMID 29073649 DOI: 10.1038/Nn.4654  0.352
2017 Yang T, Yang CF, Chizari MD, Maheswaranathan N, Burke KJ, Borius M, Inoue S, Chiang MC, Bender KJ, Ganguli S, Shah NM. Social Control of Hypothalamus-Mediated Male Aggression. Neuron. PMID 28757304 DOI: 10.1016/J.Neuron.2017.06.046  0.737
2017 Zenke F, Gerstner W, Ganguli S. The temporal paradox of Hebbian learning and homeostatic plasticity. Current Opinion in Neurobiology. 43: 166-176. PMID 28431369 DOI: 10.1016/J.Conb.2017.03.015  0.752
2017 Hardcastle K, Maheswaranathan N, Ganguli S, Giocomo LM. A Multiplexed, Heterogeneous, and Adaptive Code for Navigation in Medial Entorhinal Cortex. Neuron. PMID 28392071 DOI: 10.1016/J.Neuron.2017.03.025  0.756
2017 Nguyen-Vu TB, Zhao GQ, Lahiri S, Kimpo RR, Lee H, Ganguli S, Shatz CJ, Raymond JL. A saturation hypothesis to explain both enhanced and impaired learning with enhanced plasticity. Elife. 6. PMID 28234229 DOI: 10.7554/Elife.20147  0.3
2017 Naecker B, Maheswaranathan N, Ganguli S, Baccus S. Pyret: A Python package for analysis of neurophysiology data The Journal of Open Source Software. 2: 137. DOI: 10.21105/Joss.00137  0.71
2016 McIntosh LT, Maheswaranathan N, Nayebi A, Ganguli S, Baccus SA. Deep Learning Models of the Retinal Response to Natural Scenes. Advances in Neural Information Processing Systems. 29: 1369-1377. PMID 28729779  0.77
2015 Gao P, Ganguli S. On simplicity and complexity in the brave new world of large-scale neuroscience. Current Opinion in Neurobiology. 32: 148-55. PMID 25932978 DOI: 10.1016/J.Conb.2015.04.003  0.382
2014 Giret N, Kornfeld J, Ganguli S, Hahnloser RH. Evidence for a causal inverse model in an avian cortico-basal ganglia circuit. Proceedings of the National Academy of Sciences of the United States of America. 111: 6063-8. PMID 24711417 DOI: 10.1073/Pnas.1317087111  0.347
2013 Hanuschkin A, Ganguli S, Hahnloser RH. A Hebbian learning rule gives rise to mirror neurons and links them to control theoretic inverse models. Frontiers in Neural Circuits. 7: 106. PMID 23801941 DOI: 10.3389/Fncir.2013.00106  0.349
2013 Advani M, Lahiri S, Ganguli S. Statistical mechanics of complex neural systems and high dimensional data Journal of Statistical Mechanics: Theory and Experiment. 2013. DOI: 10.1088/1742-5468/2013/03/P03014  0.417
2012 Ganguli S, Sompolinsky H. Compressed sensing, sparsity, and dimensionality in neuronal information processing and data analysis. Annual Review of Neuroscience. 35: 485-508. PMID 22483042 DOI: 10.1146/Annurev-Neuro-062111-150410  0.39
2009 Ganguli S, Latham P. Feedforward to the past: the relation between neuronal connectivity, amplification, and short-term memory. Neuron. 61: 499-501. PMID 19249270 DOI: 10.1016/J.Neuron.2009.02.006  0.344
2008 Ganguli S, Huh D, Sompolinsky H. Memory traces in dynamical systems. Proceedings of the National Academy of Sciences of the United States of America. 105: 18970-5. PMID 19020074 DOI: 10.1073/Pnas.0804451105  0.347
2008 Ganguli S, Bisley JW, Roitman JD, Shadlen MN, Goldberg ME, Miller KD. One-dimensional dynamics of attention and decision making in LIP. Neuron. 58: 15-25. PMID 18400159 DOI: 10.1016/J.Neuron.2008.01.038  0.358
2007 Lau KY, Ganguli S, Tang C. Function constrains network architecture and dynamics: a case study on the yeast cell cycle Boolean network. Physical Review. E, Statistical, Nonlinear, and Soft Matter Physics. 75: 051907. PMID 17677098 DOI: 10.1103/Physreve.75.051907  0.371
2003 Boyda EK, Ganguli S, Hořava P, Varadarajan U. Holographic protection of chronology in universes of the Gödel type Physical Review D. 67. DOI: 10.1103/PhysRevD.67.106003  0.692
2003 Boyda EK, Ganguli S, Horava P, Varadarajan U. Holographic protection of chronology in universes of the Gödel type Physical Review D. 68. DOI: 10.1103/Physrevd.67.106003  0.699
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