surya ganguli google scholar

Their combined citations are counted only for the first article. The following articles are merged in Scholar. Andrew M. Saxe, James L. McClelland, Surya Ganguli Proceedings of the National Academy of Sciences Jun 2019, 116 (23) 11537-11546; DOI: … ... Chelsea Finn Stanford University, Google Verified email at cs.stanford.edu. The ones marked * may be different from the article in the profile. Follow. ... Surya Ganguli Associate Professor, Stanford University Verified email at stanford.edu. This "Cited by" count includes citations to the following articles in Scholar. The synaptotrophic hypothesis posits that synapse formation stabilizes dendritic branches, yet this hypothesis has not been causally tested in vivo in the mammalian brain. This pipeline employed a two model approach, using logistic regression and convolutional neural networks to predict seizures. Surya Ganguli; David Sussillo; NeurIPS Spotlight (2019) (to appear) Google Scholar Copy Bibtex Abstract. Their combined citations are counted only for the first article. Recent work has shown that tight concentration of the entire spectrum of singular values of a deep network's input-output Jacobian around one at initialization can speed up learning by orders of magnitude. S Friedrich, K Makonyi, V Metag, D Bayadilov, B Bantes, R Beck, ... E Gjoni, F Zenke, B Bouhours, R Schneggenburger, The Journal of physiology 596 (20), 4945-4967, Frontiers in computational neuroscience 9, 145, New articles related to this author's research, Professor of Computer Science, EPFL, Brain Mind Institute, Ecole Polytechnique Federale de Lausanne, Institute of Science and Technology, Austria, Assistant Professor, Department of Cognitive Sciences and Department of Computer Science, UC Irvine, Professor de Física, Universidade de São Paulo, Postdoctoral Research Associate, Brown Universitz, Providence, RI, Friedrich Miescher Institute for Biomedical Research, Continual learning through synaptic intelligence, Inhibitory plasticity balances excitation and inhibition in sensory pathways and memory networks, Diverse synaptic plasticity mechanisms orchestrated to form and retrieve memories in spiking neural networks, Superspike: Supervised learning in multilayer spiking neural networks, Synaptic plasticity in neural networks needs homeostasis with a fast rate detector, A deep learning framework for neuroscience. The ones marked, International Conference on Machine Learning, 3987-3995, TP Vogels, H Sprekeler, F Zenke, C Clopath, W Gerstner. Authors: Stanislav Fort, Surya Ganguli Download PDF Abstract: The local geometry of high dimensional neural network loss landscapes can both challenge our cherished theoretical intuitions as well as dramatically impact the practical success of neural network training. arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Merged citations. Associate Professor, Stanford University. The following articles are merged in Scholar. Their, This "Cited by" count includes citations to the following articles in Scholar. Subhaneil Lahiri's website. University of California, San Francisco San Francisco, CA Surya Ganguli, Dongsung Huh, Haim Sompolinsky Proceedings of the National Academy of Sciences Dec 2008, 105 (48) 18970-18975; DOI: 10.1073/pnas.0804451105 Share This Article: Copy Google Brain Intern at Google Berkeley, CA. Add co-authors Co-authors. The following articles are merged in Scholar. Curriculum Vitae. Surya Ganguli Address Department of Applied Physics, Stanford University 318 Campus Drive Stanford, CA 94305-5447 sganguli@stanford.edu ... Google Brain Deep Learning Team Feb 17 to present Visiting Research Professor, 1 day a week. The following articles are merged in Scholar. The following articles are merged in Scholar. Ganguli, along with HAI associate director and Stanford Artificial Intelligence Laboratory director Chris Manning, will host the day-long conference, which brings together scholars from all three disciplines to share new research and discuss a path forward for … Enter multiple addresses on separate lines or separate them with commas. This "Cited by" count includes citations to the following articles in Scholar. ... Surya Ganguli Associate Professor, Stanford University Verified email at stanford.edu. Their combined citations are counted only for the first article. L Fabbietti, H Angerer, R Arora, R Beck, M Berger, P Bühler, M Cargnelli, ... Nuclear Instruments and Methods in Physics Research Section A: Accelerators …. Computing in Science & Engineering, 2015. Please join the Simons Foundation and our generous member organizations in supporting arXiv during our giving campaign September 23-27. The following articles are merged in Scholar. Entrance channel dependence of quasifission in reactions forming, Hebbian plasticity requires compensatory processes on multiple timescales, Determination of the η′-nucleus optical potential, Inference of neuronal network spike dynamics and topology from calcium imaging data, The temporal paradox of Hebbian learning and homeostatic plasticity, Surrogate gradient learning in spiking neural networks, Limits to high-speed simulations of spiking neural networks using general-purpose computers, Surrogate gradient learning in spiking neural networks: Bringing the power of gradient-based optimization to spiking neural networks, Synaptic consolidation: from synapses to behavioral modeling, Experimental constraints on the ω–nucleus real potential, Specific synaptic input strengths determine the computational properties of excitation–inhibition integration in a sound localization circuit, Emergent neural computation from the interaction of different forms of plasticity. Despite the linearity of their input … Surya Ganguli; David Sussillo; James J. DiCarlo; Daniel Yamins; NeurIPS (2018) Download Google Scholar Copy Bibtex Abstract. Merged citations. ... Surya Ganguli Associate Professor, Stanford University Verified email at stanford.edu. Runner up best paper. In this study, we … Merged citations. Indian Institute of Technology, Dharwad. The following articles are merged in Scholar. Google Scholar Surya Ganguli Address Department of Applied Physics, Stanford University 318 Campus Drive Stanford, CA 94305-5447 sganguli@stanford.edu ... Google Brain Deep Learning Team Feb 17 to Mar 20 Visiting Research Professor, 1 day a week. The ones marked * may be different from the article in the profile. Absence epilepsy is a neurological condition characterized by abnormally synchronous electrical activity within two mutually connected brain regions, the thalamus and cortex, that results in seizures and affects more than 6.5 million people. Exact solutions to the nonlinear dynamics of learning in deep linear neural networks. (pdf) (bib) (blog) (code) (codalab) (slides) (talk). The ones marked * may be different from the article in the profile. John Hewitt and Percy Liang. To perform nontrivial, real-time computations on a sensory input stream, biological systems must retain a short-term memory trace of their recent inputs. Google Scholar; Andrew M. Saxe, James L. McClelland, and Surya Ganguli. This question is for testing whether or not you are a human visitor and to prevent automated spam submissions. Their combined citations are counted only for the first article. Surya Ganguli. Surya has 5 jobs listed on their profile. The following articles are merged in Scholar. Exact solutions to the nonlinear dynamics of learning in deep linear neural networks. ... Surya Pratap Singh. An Evolving-Dynamic Network Activity Approach to Epileptic Seizure Prediction using Machine Learning. NAACL 2019 (short … My CV and resume.. My publications.. University of California, San Francisco San Francisco, CA ... Surya Ganguli Associate Professor, ... Ben Poole Research Scientist at Google Brain Verified email at stanford.edu. This raises important questions about the fundamental limits of such memory traces and the … Merged citations. Try again later. Biomedical optics Raman Spectroscopy Biophotonics. Visiting Scholar at Binghamton University Their combined citations are counted only for the first article. 100% of your contribution will fund improvements and new initiatives to benefit arXiv's global scientific community. Absence epilepsy is a neurological condition characterized by abnormally synchronous electrical activity within two mutually connected brain regions, the thalamus and cortex, that results in seizures and affects more than 6.5 million people. The following articles are merged in Scholar. Thank you for your interest in spreading the word about bioRxiv. Coordinated activity across networks of neurons is a hallmark of both resting and active behavioral states in many species, including worms, flies, fish, mice and humans[1][1]–[5][2]. arXiv is committed to these values and only works with partners that adhere to them. Surya Ganguli. John Hewitt and Christopher D. Manning. Whether these areas follow specialized or universal cue integration principles remains unknown. Presynaptic ligand cerebellin-1 (Cbln1) and postsynaptic receptor GluD2 mediate synaptogenesis between granule cells and Purkinje cells in the molecular layer of the cerebellar cortex. Many recent studies have employed task-based modeling with recurrent neural networks (RNNs) to infer the computational function of different brain regions. Surya Ganguli began his academic career as an undergraduate at MIT, triple majoring in mathematics, physics, and electrical engineering and computer science (1998) and then completed his Ph.D. in string theory at University of California, Berkeley (2004). University of California, San Francisco San Francisco, CA The evaluation, performed on data from 9 mice, achieved prediction accuracies of 98%. A Structual Probe for Finding Syntax in Word Representations. Jascha is a staff research scientist on the Brain team at Google. The proposed methodology introduces a novel aspect of looking at predicting absence seizures, which are known to be short events, in addition to the comparison between a time-dependent and time-agnostic seizure prediction classifier. M Nanova, V Metag, EY Paryev, D Bayadilov, B Bantes, R Beck, ... H Lütcke, F Gerhard, F Zenke, W Gerstner, F Helmchen, Current opinion in neurobiology 43, 166-176, IEEE Signal Processing Magazine 36, 61-63, IEEE Signal Processing Magazine 36 (6), 51-63, L Ziegler, F Zenke, DB Kastner, W Gerstner, Journal of Neuroscience 35 (3), 1319-1334. sulahiri at stanford dot edu. I was a graduate student in the bioengineering department co-advised by Prof. Surya Ganguli and Prof. Kwabena Boahen. Designing and Interpreting Probes with Control Tasks. The following articles are merged in Scholar. ... Surya Ganguli. Business Intelligence for Enterprise Internet of Things, 213-223, 2020. ... Jascha Sohl-Dickstein Google Brain Verified email at google.com. I worked on a variety of problems during graduate school, including studying how neural dynamics are embedded in their high-dimensional phase space. Their combined citations are counted only for the first article. sulahiri at stanford dot edu. Many recent studies have employed task-based modeling with recurrent neural networks (RNNs) to infer the computational function of different brain regions. Prior to his PhD, he worked on Mars. Add co-authors Co-authors. ... Chelsea Finn Stanford University, Google Verified email at cs.stanford.edu. Merged citations. Their combined citations are counted only for the first article ... JE Mates, A Ghosh, R Ganguly, CJ Carmalt, ... ACS applied materials & interfaces 6 (22), 19858-19865, 2014. Google Brain Intern at Google Berkeley, CA. All rights reserved. During my PhD research with Surya Ganguli as a member of the Neural Dynamics and Computation Lab at Stanford University I focused on the developing field of high dimensional statistics, where inference accuracy is hindered by a high dimensional parameter space (the curse of dimensionality). Surya Ganguli; AISTATS (2018) Download Google Scholar Copy Bibtex Abstract. Absence epilepsy is a neurological condition characterized by abnormally synchronous electrical activity within two mutually connected brain regions, the thalamus and cortex, that results in seizures and affects more than 6.5 million people. The following articles are merged in Scholar. The following articles are merged in Scholar. ... Surya Ganguli Associate Professor, ... Maithra Raghu Cornell University and Google Brain Verified email at google.com. Their combined citations are counted only for the first article. The following articles are merged in Scholar. Merged citations. Merged citations. Feed-forward convolutional neural networks (CNNs) are currently state-of-the-art for object classification tasks such as ImageNet. Epilepsy is commonly studied through the use of the electroencephalogram (EEG), a device that monitors brain waves over time. View Surya Ganguli’s profile on LinkedIn, the world's largest professional community. Visiting Scholar at Binghamton University NAACL 2019 (short … The overall goal of these experiments were to build a model that can accurately predict whether or not a seizure will occur. EMNLP 2019 (long papers). The following articles are merged in Scholar. Die kombinierten Zitate werden nur für den ersten Artikel gezählt. The authors have declared no competing interest. 2014. Their combined citations are counted only for the first article. Merged citations. The following articles are merged in Scholar. We attempt to bridge the gap between the theory and practice of deep learning by systematically analyzing learning dynamics for the restricted case of deep linear neural networks. University of California, San Francisco San Francisco, CA ‪Georgia Institute of Technology, Atlanta, GA‬ - ‪Cited by 19,478‬ - ‪Polycrystal Plasticity‬ - ‪Indentation‬ - ‪Orientation Imaging‬ - ‪Microstructure Informatics and Design‬ - ‪Materials Cyberinfrastructure‬ Stanislav Fort, Surya Ganguli The local geometry of high dimensional neural network loss landscapes can both challenge our cherished theoretical intuitions as well as dramatically impact the practical success of neural network training. This "Cited by" count includes citations to the following articles in Scholar. Their combined citations are counted only for the first article. In this study, we introduced machine learning models to predict epileptic seizures in two ways, one to train logistic regression models to provide an accurate decision boundary to predict based off frequency features, and second to train convolutional neural networks to predict based off spectral power images from EEG. During my PhD research with Surya Ganguli as a member of the Neural Dynamics and Computation Lab at Stanford University I focused on the developing field of high dimensional statistics, where inference accuracy is hindered by a high dimensional parameter space (the curse of dimensionality). In this study, we … I am a post-doc studying theoretical neuroscience and biophysics in the The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. Merged citations. No reuse allowed without permission. Google Scholar; Andrew M. Saxe, James L. McClelland, and Surya Ganguli. Surya Ganguli Address Department of Applied Physics, Stanford University 318 Campus Drive Stanford, CA 94305-5447 sganguli@stanford.edu ... Google Brain Deep Learning Team Feb 17 to Mar 20 Visiting Research Professor, 1 day a week. In many experiments, neuroscientists tightly control behavior, record many trials, and obtain trial-averaged firing rates from hundreds of neurons in circuits containing billions of behaviorally relevant neurons. My CV and resume.. My publications.. These global patterns alter energy metabolism in the brain over seconds to hours, making oxygen consumption and glucose uptake widely used proxies of neural activity[6][3],[7][4]. Their combined citations are counted only for the first article. The system can't perform the operation now. By treating high dimensional inference using mathematics from disordered system and random matrix theory I … 3: 2020: An Application of IoT to Develop Concept of Smart Remote Monitoring System. 14 * 2015: Their combined citations are counted only for the first article. EMNLP 2019 (long papers). NOTE: Your email address is requested solely to identify you as the sender of this article. A Structual Probe for Finding Syntax in Word Representations. This "Cited by" count includes citations to the following articles in Scholar. In 2nd International Conference on Learning Representations, ICLR 2014, Banff, AB, Canada, April 14-16, 2014, Conference Track Proceedings. ... Surya Ganguli Associate Professor, ... Maithra Raghu Cornell University and Google Brain Verified email at google.com. 2014. Epilepsy is commonly studied through the use of the electroencephalogram (EEG), a device that monitors brain waves over time. Their combined citations are counted only for the first article. Inhibitory Synaptic Plasticity-Spike timing dependence and putative network function. Surya Ganguli is a University Professor at Stanford University and a Visiting Research Professor at Google. The following articles are merged in Scholar. This "Cited by" count includes citations to the following articles in Scholar. Surya Ganguli; David Sussillo; NeurIPS Spotlight (2019) (to appear) Google Scholar Copy Bibtex Abstract. ... J Gupta, MK Singla, P Nijhawan, S Ganguli, SS Rajest. Prior to this position he was a visiting scholar in Surya Ganguli's lab at Stanford University, and an academic resident at Khan Academy.He earned his PhD in 2012 in the Redwood Center for Theoretical Neuroscience at UC Berkeley, in Bruno Olshausen's lab. Philosophical Transactions of the Royal Society B 372 (1715), 20160259. I am a postdoc in the Applied Physics department. Despite the widespread practical success of deep learning methods, our theoretical understanding of the dynamics of learning in deep neural networks remains quite sparse. Surya Ganguli Address Department of Applied Physics, Stanford University 318 Campus Drive Stanford, CA 94305-5447 sganguli@stanford.edu ... Google Brain Deep Learning Team Feb 17 to present Visiting Research Professor, 1 day a week. (pdf) (bib) (blog) (code) (codalab) (slides) (talk). Their combined citations are counted only for the first article. During navigation, animals estimate their position using path integration and landmarks, engaging many brain areas. Add co-authors Co-authors. ... Surya Ganguli Associate Professor, ... Ben Poole Research Scientist at Google Brain Verified email at stanford.edu. Donate to arXiv. ... A Ganguly, D Kumar, P Ganguli, G Short, J Klausner. Verified email at iitdh.ac.in - Homepage. Google Scholar Designing and Interpreting Probes with Control Tasks. John Hewitt and Percy Liang. Their combined citations are counted only for the first article. I am a post-doc studying theoretical neuroscience and biophysics in the Ganguli Lab, part of the Ginzton Lab, Department of Applied Physics, Stanford University.I have received funding from a Bio-X Genentech Fellowship and the Swartz Foundation. John Hewitt and Christopher D. Manning. In 2nd International Conference on Learning Representations, ICLR 2014, Banff, AB, Canada, April 14-16, 2014, Conference Track Proceedings. ‪Stanford‬ - ‪322-mal zitiert‬ Folgende Artikel sind in Scholar zusammengeführt. Runner up best paper. Epilepsy is commonly studied through the use of the electroencephalogram (EEG), a device that monitors brain waves over time. The following articles are merged in Scholar. I am interested in most aspects of theoretical neurobiology, and am currently studying models of complex synapses. In January 2012, I started as an assistant professor in the Department of Applied Physics at Stanford University, with courtesy appointments in Neurobiology and Electrical Engineering. Andrey Melnikov Datalogic, Telford, PA, USA Verified email at datalogic.com. Their combined citations are counted only for the first article. Subhaneil Lahiri's website. Kiah Hardcastle, Surya Ganguli, Lisa M. GiocomoCell types for our sense of location: where we are and where we are going Nature Neurosci, 20 (2017), p. 1474 Google Scholar The following articles are merged in Scholar. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. It has been proposed that generic high-dimensional dynamical systems could retain a memory trace for past inputs in their current state. Their combined citations are counted only for the first article. ‪Aerospace Engineering, Indian Institute of Science‬ - ‪Cited by 6,638‬ - ‪Computational Engineering‬ - ‪Mechanics & Materials‬ - ‪Flight Vehicles‬ - ‪Optimization‬ - ‪Machine Learning‬ Surya Ganguli . For object classification tasks such as ImageNet and to prevent automated spam submissions, s Ganguli, G short J. Co-Advised by Prof. Surya Ganguli ; David Sussillo ; NeurIPS Spotlight ( 2019 (... 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