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Matthew Golub
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Neural constraints on learning
PT Sadtler, KM Quick, MD Golub, SM Chase, SI Ryu, EC Tyler-Kabara, ...
Nature 512, 423-426, 2014
4902014
Computation through neural population dynamics
S Vyas, MD Golub, D Sussillo, KV Shenoy
Annual Review of Neuroscience 43, 249, 2020
1552020
Learning by neural reassociation
MD Golub, PT Sadtler, ER Oby, KM Quick, SI Ryu, EC Tyler-Kabara, ...
Nature Neuroscience 21 (4), 607-616, 2018
1322018
New neural activity patterns emerge with long-term learning
ER Oby, MD Golub, JA Hennig, AD Degenhart, EC Tyler-Kabara, BM Yu, ...
Proceedings of the National Academy of Sciences 116 (30), 15210-15215, 2019
1002019
Brain–computer interfaces for dissecting cognitive processes underlying sensorimotor control
MD Golub, SM Chase, AP Batista, BM Yu
Current Opinion in Neurobiology 37, 53-58, 2016
772016
Universality and individuality in neural dynamics across large populations of recurrent networks
N Maheswaranathan, A Williams, M Golub, S Ganguli, D Sussillo
Advances in neural information processing systems 32, 2019
702019
Motor cortical control of movement speed with implications for brain-machine interface control
MD Golub, BM Yu, AB Schwartz, SM Chase
Journal of neurophysiology 112 (2), 411-429, 2014
592014
Reverse engineering recurrent networks for sentiment classification reveals line attractor dynamics
N Maheswaranathan, A Williams, M Golub, S Ganguli, D Sussillo
Advances in neural information processing systems 32, 2019
482019
Internal models for interpreting neural population activity during sensorimotor control
MD Golub, BM Yu, SM Chase
eLife 4, e10015, 2015
452015
Constraints on neural redundancy
JA Hennig, MD Golub, PJ Lund, PT Sadtler, ER Oby, KM Quick, SI Ryu, ...
eLife 7, e36774, 2018
402018
Learning an internal dynamics model from control demonstration
MD Golub, SM Chase, BM Yu
International Conference on Machine Learning (ICML) 28 (1), 606-614, 2013
302013
Internal models engaged by brain-computer interface control
MD Golub, M Yu, Byron, SM Chase
IEE Engineering in Medicine and Biology Society, 1327-1330, 2012
302012
FixedPointFinder: A Tensorflow toolbox for identifying and characterizing fixed points in recurrent neural networks
MD Golub, D Sussillo
Journal of Open Source Software 3 (31), 1003, 2018
232018
Learning is shaped by abrupt changes in neural engagement
JA Hennig, ER Oby, MD Golub, LA Bahureksa, PT Sadtler, KM Quick, ...
Nature Neuroscience 24 (5), 727-736, 2021
202021
Computation through cortical dynamics
LN Driscoll, MD Golub, D Sussillo
Neuron 98 (5), 873-875, 2018
82018
Skill-specific changes in cortical preparatory activity during motor learning
X Sun, DJ O’Shea, MD Golub, EM Trautmann, S Vyas, SI Ryu, KV Shenoy
bioRxiv, 2020
72020
Cortical preparatory activity indexes learned motor memories
X Sun, DJ O’Shea, MD Golub, EM Trautmann, S Vyas, SI Ryu, KV Shenoy
Nature 602 (7896), 274-279, 2022
32022
Line attractor dynamics in recurrent networks for sentiment classification
N Maheswaranathan, AH Williams, MD Golub, S Ganguli, D Sussillo
International Conference on Machine Learning (ICML) Workshop: Deep Phenomena, 2019
22019
Method of incremental training to create new patterns of physiological control signals
ER Oby, AP Batista, SM Chase, AD Degenhart, MD Golub, PT Sadtler, ...
US Patent App. 17/343,050, 2021
2021
Learning by neural reassociation (vol 21, pg 607, 2018)
MD Golub, PT Sadtler, ER Oby, KM Quick, SI Ryu, EC Tyler-Kabara, ...
NATURE NEUROSCIENCE 21 (8), 1138-1138, 2018
2018
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