Zobrazeno 1 - 10
of 114
pro vyhledávání: '"Surya, Ganguli"'
Publikováno v:
Physical Review X, Vol 14, Iss 3, p 031054 (2024)
Given the fundamental importance of combinatorial optimization across many diverse domains, there has been widespread interest in the development of unconventional physical computing architectures that can deliver better solutions with lower resource
Externí odkaz:
https://doaj.org/article/e3ad2fa7d2164e9b9407d9c8bfc96b1c
Autor:
Anthony Zador, Sean Escola, Blake Richards, Bence Ölveczky, Yoshua Bengio, Kwabena Boahen, Matthew Botvinick, Dmitri Chklovskii, Anne Churchland, Claudia Clopath, James DiCarlo, Surya Ganguli, Jeff Hawkins, Konrad Körding, Alexei Koulakov, Yann LeCun, Timothy Lillicrap, Adam Marblestone, Bruno Olshausen, Alexandre Pouget, Cristina Savin, Terrence Sejnowski, Eero Simoncelli, Sara Solla, David Sussillo, Andreas S. Tolias, Doris Tsao
Publikováno v:
Nature Communications, Vol 14, Iss 1, Pp 1-7 (2023)
Abstract Neuroscience has long been an essential driver of progress in artificial intelligence (AI). We propose that to accelerate progress in AI, we must invest in fundamental research in NeuroAI. A core component of this is the embodied Turing test
Externí odkaz:
https://doaj.org/article/f641a9b5999f446baa1b1e8548582333
Autor:
Brendan P. Marsh, Ronen M. Kroeze, Surya Ganguli, Sarang Gopalakrishnan, Jonathan Keeling, Benjamin L. Lev
Publikováno v:
Physical Review X, Vol 14, Iss 1, p 011026 (2024)
We describe simulations of the quantum dynamics of a confocal cavity QED system that realizes an intrinsically driven-dissipative spin glass. A close connection between open quantum dynamics and replica symmetry breaking is established, in which indi
Externí odkaz:
https://doaj.org/article/8d5d5fe08e7647e9b65b264190b7a006
Autor:
Omer Hazon, Victor H. Minces, David P. Tomàs, Surya Ganguli, Mark J. Schnitzer, Pablo E. Jercog
Publikováno v:
Nature Communications, Vol 13, Iss 1, Pp 1-13 (2022)
CA1 neurons encode an animal's position within the environment. Here the authors identified in hippocampal neuronal activity a detrimental type of noise that limits accuracy of spatial position, relative to body size.
Externí odkaz:
https://doaj.org/article/b0419a4f9d2b4322ace4ef39e17b8a72
Publikováno v:
Nature Communications, Vol 12, Iss 1, Pp 1-12 (2021)
The authors propose a new framework, deep evolutionary reinforcement learning, evolves agents with diverse morphologies to learn hard locomotion and manipulation tasks in complex environments, and reveals insights into relations between environmental
Externí odkaz:
https://doaj.org/article/4dd31838732842439cc1301e52613d1c
Publikováno v:
PLoS Computational Biology, Vol 18, Iss 10, p e1010593 (2022)
Neural circuits consist of many noisy, slow components, with individual neurons subject to ion channel noise, axonal propagation delays, and unreliable and slow synaptic transmission. This raises a fundamental question: how can reliable computation e
Externí odkaz:
https://doaj.org/article/662922f4d8fc43b48e47cb66da8719be
Publikováno v:
PLoS Computational Biology, Vol 18, Iss 9, p e1010418 (2022)
We introduce a novel, biologically plausible local learning rule that provably increases the robustness of neural dynamics to noise in nonlinear recurrent neural networks with homogeneous nonlinearities. Our learning rule achieves higher noise robust
Externí odkaz:
https://doaj.org/article/2a851f6fb73742e7b5a680086d793d9b
Autor:
Brendan P. Marsh, Yudan Guo, Ronen M. Kroeze, Sarang Gopalakrishnan, Surya Ganguli, Jonathan Keeling, Benjamin L. Lev
Publikováno v:
Physical Review X, Vol 11, Iss 2, p 021048 (2021)
We introduce a near-term experimental platform for realizing an associative memory. It can simultaneously store many memories by using spinful bosons coupled to a degenerate multimode optical cavity. The associative memory is realized by a confocal c
Externí odkaz:
https://doaj.org/article/b537a487aeba410d8ca2d25930469a9e
Publikováno v:
bioRxiv
The ability to discriminate visual stimuli is constrained by their retinal representations. Previous studies of visual discriminability were limited to either low-dimensional artificial stimuli or theoretical considerations without a realistic model.
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::792821ae537a85c048ed39f946c6788e
https://doi.org/10.1101/2023.05.17.541206
https://doi.org/10.1101/2023.05.17.541206
Autor:
Surya Ganguli
Publikováno v:
Proceedings of the National Academy of Sciences of the United States of America. 119(43)
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::66b5ca257d02e1d1e1717efe6a3fa906
https://pubmed.ncbi.nlm.nih.gov/35486689
https://pubmed.ncbi.nlm.nih.gov/35486689