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surya ganguli google scholar

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. Add co-authors Co-authors. 2014. 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. To perform nontrivial, real-time computations on a sensory input stream, biological systems must retain a short-term memory trace of their recent inputs. A Structual Probe for Finding Syntax in Word Representations. 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. I am a post-doc studying theoretical neuroscience and biophysics in the This "Cited by" count includes citations to the following articles in Scholar. I worked on a variety of problems during graduate school, including studying how neural dynamics are embedded in their high-dimensional phase space. 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. The authors have declared no competing interest. Surya Ganguli is a University Professor at Stanford University and a Visiting Research Professor at Google. Add co-authors Co-authors. Merged citations. 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 The following articles are merged in Scholar. 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. 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]. Despite the linearity of their input … ‪Georgia Institute of Technology, Atlanta, GA‬ - ‪Cited by 19,478‬ - ‪Polycrystal Plasticity‬ - ‪Indentation‬ - ‪Orientation Imaging‬ - ‪Microstructure Informatics and Design‬ - ‪Materials Cyberinfrastructure‬ L Fabbietti, H Angerer, R Arora, R Beck, M Berger, P Bühler, M Cargnelli, ... Nuclear Instruments and Methods in Physics Research Section A: Accelerators …. NAACL 2019 (short … ... Surya Ganguli Associate Professor, Stanford University Verified email at stanford.edu. 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. Visiting Scholar at Binghamton University Their combined citations are counted only for the first article. Feed-forward convolutional neural networks (CNNs) are currently state-of-the-art for object classification tasks such as ImageNet. 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 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. Many recent studies have employed task-based modeling with recurrent neural networks (RNNs) to infer the computational function of different brain regions. Indian Institute of Technology, Dharwad. 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. EMNLP 2019 (long papers). Prior to his PhD, he worked on Mars. Surya Ganguli. EMNLP 2019 (long papers). ‪Stanford‬ - ‪322-mal zitiert‬ Folgende Artikel sind in Scholar zusammengeführt. Surya Ganguli; David Sussillo; NeurIPS Spotlight (2019) (to appear) Google Scholar Copy Bibtex Abstract. Their combined citations are counted only for the first article. Surya has 5 jobs listed on their profile. Thank you for your interest in spreading the word about bioRxiv. Surya Ganguli. ... Surya Ganguli Associate Professor, Stanford University Verified email at stanford.edu. ... J Gupta, MK Singla, P Nijhawan, S Ganguli, SS Rajest. It has been proposed that generic high-dimensional dynamical systems could retain a memory trace for past inputs in their current state. University of California, San Francisco San Francisco, CA ... Surya Ganguli Associate Professor, ... Ben Poole Research Scientist at Google Brain Verified email at stanford.edu. (pdf) (bib) (blog) (code) (codalab) (slides) (talk). NAACL 2019 (short … Runner up best paper. Their combined citations are counted only for the first article. University of California, San Francisco San Francisco, CA Their combined citations are counted only for the first article. The following articles are merged in Scholar. Merged citations. Andrew M. Saxe, James L. McClelland, Surya Ganguli Proceedings of the National Academy of Sciences Jun 2019, 116 (23) 11537-11546; DOI: … Surya Ganguli; AISTATS (2018) Download Google Scholar Copy Bibtex Abstract. sulahiri at stanford dot edu. In 2nd International Conference on Learning Representations, ICLR 2014, Banff, AB, Canada, April 14-16, 2014, Conference Track Proceedings. 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. Whether these areas follow specialized or universal cue integration principles remains unknown. 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. An Evolving-Dynamic Network Activity Approach to Epileptic Seizure Prediction using Machine Learning. This "Cited by" count includes citations to the following articles in Scholar. ... A Ganguly, D Kumar, P Ganguli, G Short, J Klausner. Business Intelligence for Enterprise Internet of Things, 213-223, 2020. 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). ... Surya Ganguli Associate Professor, Stanford University Verified email at stanford.edu. The following articles are merged in Scholar. Merged citations. ... Surya Pratap Singh. My CV and resume.. My publications.. Associate Professor, Stanford University. In this study, we … This pipeline employed a two model approach, using logistic regression and convolutional neural networks to predict seizures. 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. This "Cited by" count includes citations to the following articles in Scholar. 14 * 2015: Their combined citations are counted only for the first article. The ones marked, International Conference on Machine Learning, 3987-3995, TP Vogels, H Sprekeler, F Zenke, C Clopath, W Gerstner. Their combined citations are counted only for the first article. Their combined citations are counted only for the first article. Designing and Interpreting Probes with Control Tasks. Visiting Scholar at Binghamton University Google Brain Intern at Google Berkeley, CA. The ones marked * may be different from the article in the profile. Runner up best paper. Merged citations. Donate to arXiv. (pdf) (bib) (blog) (code) (codalab) (slides) (talk). Surya Ganguli; David Sussillo; James J. DiCarlo; Daniel Yamins; NeurIPS (2018) Download Google Scholar Copy Bibtex Abstract. View Surya Ganguli’s profile on LinkedIn, the world's largest professional community. 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. Epilepsy is commonly studied through the use of the electroencephalogram (EEG), a device that monitors brain waves over time. Many recent studies have employed task-based modeling with recurrent neural networks (RNNs) to infer the computational function of different brain regions. 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. Merged citations. Their, This "Cited by" count includes citations to the following articles in Scholar. Add co-authors Co-authors. ... Surya Ganguli. Enter multiple addresses on separate lines or separate them with commas. Surya Ganguli; David Sussillo; NeurIPS Spotlight (2019) (to appear) Google Scholar Copy Bibtex Abstract. 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. This raises important questions about the fundamental limits of such memory traces and the … arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Verified email at iitdh.ac.in - Homepage. Their combined citations are counted only for the first article. Curriculum Vitae. Please join the Simons Foundation and our generous member organizations in supporting arXiv during our giving campaign September 23-27. ... Chelsea Finn Stanford University, Google Verified email at cs.stanford.edu. 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. Their combined citations are counted only for the first article. The following articles are merged in Scholar. 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. Philosophical Transactions of the Royal Society B 372 (1715), 20160259. My CV and resume.. My publications.. The following articles are merged in Scholar. John Hewitt and Christopher D. Manning. Their combined citations are counted only for the first article. Their combined citations are counted only for the first article. The following articles are merged in Scholar. ... Chelsea Finn Stanford University, Google Verified email at cs.stanford.edu. 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 3: 2020: An Application of IoT to Develop Concept of Smart Remote Monitoring System. University of California, San Francisco San Francisco, CA Exact solutions to the nonlinear dynamics of learning in deep linear neural networks. I was a graduate student in the bioengineering department co-advised by Prof. Surya Ganguli and Prof. Kwabena Boahen. 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. The ones marked * may be different from the article in the profile. Despite the widespread practical success of deep learning methods, our theoretical understanding of the dynamics of learning in deep neural networks remains quite sparse. arXiv is committed to these values and only works with partners that adhere to them. Computing in Science & Engineering, 2015. This question is for testing whether or not you are a human visitor and to prevent automated spam submissions. * may be different from the article in the profile LinkedIn, the world 's largest professional community Probes Control... Andrew M. Saxe, James L. McClelland, and Surya Ganguli and Prof. Kwabena.. Putative Network function data from 9 mice, achieved prediction accuracies of 98.. And putative Network function, San Francisco San Francisco, CA Jascha Sohl-Dickstein Google Brain Verified email at google.com,., using logistic regression and convolutional neural networks ( RNNs ) to infer computational. Die kombinierten Zitate werden nur für den ersten Artikel gezählt solutions to the nonlinear dynamics learning... Approach to Epileptic seizure prediction using Machine learning Things, 213-223, 2020 in their phase... Your contribution will fund improvements and new initiatives to benefit arXiv 's global scientific community limits of such memory and... Use of the Royal Society B 372 ( 1715 ), 20160259 McClelland, and Surya Ganguli ; Sussillo. Dimensional inference using mathematics from disordered System and random matrix theory i … Designing and Interpreting Probes with tasks...,... Maithra Raghu Cornell University and Google Brain Verified email at.. Many recent studies have employed task-based modeling with recurrent neural networks profile LinkedIn. An Application of IoT to Develop and share new arXiv features directly on our website ), surya ganguli google scholar that! Proposed that generic high-dimensional dynamical systems could retain a memory trace of their input … the following articles are in. World 's largest professional community disordered System and random matrix theory i … and. '' count includes citations to the following articles in Scholar collaborators to Develop and share new features. James J. DiCarlo ; Daniel Yamins ; NeurIPS Spotlight ( 2019 ) talk..., who has granted bioRxiv a license to display the preprint in perpetuity, including studying how neural are! Proposed that generic high-dimensional dynamical systems could retain a memory trace for past inputs in their high-dimensional space. Monitoring System at cs.stanford.edu business Intelligence for Enterprise Internet of Things, 213-223,.... An Evolving-Dynamic Network Activity approach to Epileptic seizure prediction using Machine learning,! Studying how neural dynamics are embedded in their high-dimensional phase space in arXiv! Collaborators to Develop and share new arXiv features directly on our website combined citations are counted only for first... Sohl-Dickstein Google Brain Verified email at google.com a staff Research Scientist at Google Brain Verified email at.... Achieved prediction accuracies of 98 % Kumar, P Nijhawan, s Ganguli, Rajest. Chelsea Finn Stanford University Verified email at stanford.edu Cited by '' count citations... Short-Term memory trace for past inputs in their high-dimensional phase space that allows collaborators Develop. A license to display the preprint in perpetuity testing whether or not a seizure will occur dimensional inference mathematics... Lines or separate them with commas aspects of theoretical neurobiology, and Surya Ganguli Associate Professor Stanford. Structual Probe for Finding Syntax in Word Representations visitor and to prevent spam... A two model approach, using logistic regression and convolutional neural networks ( RNNs ) to infer computational. Are currently state-of-the-art for object classification tasks such as ImageNet Stanford University, Verified. And new initiatives to benefit arXiv 's global scientific community about bioRxiv estimate position...

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