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Surya Ganguli, Ph.D. - Publications

Affiliations: 
2004 University of California, Berkeley, Berkeley, CA, United States 
Area:
Elementary Particles and High Energy Physics
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49 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
2023 Kunin D, Sagastuy-Brena J, Gillespie L, Margalit E, Tanaka H, Ganguli S, Yamins DLK. The Limiting Dynamics of SGD: Modified Loss, Phase-Space Oscillations, and Anomalous Diffusion. Neural Computation. 36: 151-174. PMID 38052080 DOI: 10.1162/neco_a_01626  0.523
2023 Maheswaranathan N, McIntosh LT, Tanaka H, Grant S, Kastner DB, Melander JB, Nayebi A, Brezovec LE, Wang JH, Ganguli S, Baccus SA. Interpreting the retinal neural code for natural scenes: From computations to neurons. Neuron. PMID 37451264 DOI: 10.1016/j.neuron.2023.06.007  0.786
2023 Ding X, Lee D, Melander JB, Sivulka G, Ganguli S, Baccus SA. Information Geometry of the Retinal Representation Manifold. Biorxiv : the Preprint Server For Biology. PMID 37292703 DOI: 10.1101/2023.05.17.541206  0.686
2023 Zador A, Escola S, Richards B, Ölveczky B, Bengio Y, Boahen K, Botvinick M, Chklovskii D, Churchland A, Clopath C, DiCarlo J, Ganguli S, Hawkins J, Körding K, Koulakov A, et al. Catalyzing next-generation Artificial Intelligence through NeuroAI. Nature Communications. 14: 1597. PMID 36949048 DOI: 10.1038/s41467-023-37180-x  0.545
2022 Sorscher B, Mel GC, Ocko SA, Giocomo LM, Ganguli S. A unified theory for the computational and mechanistic origins of grid cells. Neuron. PMID 36306779 DOI: 10.1016/j.neuron.2022.10.003  0.301
2022 Sorscher B, Ganguli S, Sompolinsky H. Neural representational geometry underlies few-shot concept learning. Proceedings of the National Academy of Sciences of the United States of America. 119: e2200800119. PMID 36251997 DOI: 10.1073/pnas.2200800119  0.3
2022 Stock CH, Harvey SE, Ocko SA, Ganguli S. Synaptic balancing: A biologically plausible local learning rule that provably increases neural network noise robustness without sacrificing task performance. Plos Computational Biology. 18: e1010418. PMID 36121844 DOI: 10.1371/journal.pcbi.1010418  0.33
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  0.793
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  0.761
2021 Melander JB, Nayebi A, Jongbloets BC, Fortin DA, Qin M, Ganguli S, Mao T, Zhong H. Distinct in vivo dynamics of excitatory synapses onto cortical pyramidal neurons and parvalbumin-positive interneurons. Cell Reports. 37: 109972. PMID 34758304 DOI: 10.1016/j.celrep.2021.109972  0.75
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  0.76
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  0.34
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  0.388
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  0.792
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  0.809
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  0.767
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  0.369
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  0.382
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  0.792
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  0.342
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  0.395
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  0.794
2018 Campbell MG, Ocko SA, Mallory CS, Low IIC, Ganguli S, Giocomo LM. Principles governing the integration of landmark and self-motion cues in entorhinal cortical codes for navigation. Nature Neuroscience. 21: 1096-1106. PMID 30038279 DOI: 10.1038/S41593-018-0189-Y  0.322
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  0.613
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  0.762
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  0.743
2017 Zenke F, Poole B, Ganguli S. Continual Learning Through Synaptic Intelligence. Proceedings of Machine Learning Research. 70: 3987-3995. PMID 31909397  0.718
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  0.359
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  0.743
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  0.762
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  0.765
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  0.302
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  0.725
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  0.758
2016 Leong JC, Esch JJ, Poole B, Ganguli S, Clandinin TR. Direction Selectivity in Drosophila Emerges from Preferred-Direction Enhancement and Null-Direction Suppression. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 36: 8078-92. PMID 27488629 DOI: 10.1523/Jneurosci.1272-16.2016  0.303
2015 Bouchard KE, Ganguli S, Brainard MS. Role of the site of synaptic competition and the balance of learning forces for Hebbian encoding of probabilistic Markov sequences. Frontiers in Computational Neuroscience. 9: 92. PMID 26257637 DOI: 10.3389/Fncom.2015.00092  0.304
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  0.39
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  0.354
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  0.364
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  0.435
2012 Kim SM, Ganguli S, Frank LM. Spatial information outflow from the hippocampal circuit: distributed spatial coding and phase precession in the subiculum. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 32: 11539-58. PMID 22915100 DOI: 10.1523/Jneurosci.5942-11.2012  0.304
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  0.393
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  0.365
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  0.362
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  0.386
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  0.395
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  0.719
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  0.711
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