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Matthew Golub
Matthew Golub
Assistant Professor
Verified email at cs.washington.edu - Homepage
Title
Cited by
Cited by
Year
Neural constraints on learning
PT Sadtler, KM Quick, MD Golub, SM Chase, SI Ryu, EC Tyler-Kabara, ...
Nature 512, 423-426, 2014
6682014
Computation through neural population dynamics
S Vyas, MD Golub, D Sussillo, KV Shenoy
Annual review of neuroscience 43 (1), 249-275, 2020
4872020
Learning by neural reassociation
MD Golub, PT Sadtler, ER Oby, KM Quick, SI Ryu, EC Tyler-Kabara, ...
Nature Neuroscience 21 (4), 607-616, 2018
2252018
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
2012019
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
1332019
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
1132016
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
782019
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
742014
Constraints on neural redundancy
JA Hennig, MD Golub, PJ Lund, PT Sadtler, ER Oby, KM Quick, SI Ryu, ...
eLife 7, e36774, 2018
662018
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
63*2022
Internal models for interpreting neural population activity during sensorimotor control
MD Golub, BM Yu, SM Chase
eLife 4, e10015, 2015
632015
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
532021
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
422013
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
382018
Internal models engaged by brain-computer interface control
MD Golub, M Yu, Byron, SM Chase
IEEE Engineering in Medicine and Biology Society, 1327-1330, 2012
312012
Computation through cortical dynamics
LN Driscoll, MD Golub, D Sussillo
Neuron 98 (5), 873-875, 2018
142018
Learning leaves a memory trace in motor cortex
DM Losey, JA Hennig, ER Oby, MD Golub, PT Sadtler, KM Quick, SI Ryu, ...
Current Biology 34 (7), 1519-1531. e4, 2024
12*2024
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
A theory of brain-computer interface learning via low-dimensional control
JA Menendez, JA Hennig, MD Golub, ER Oby, PT Sadtler, AP Batista, ...
bioRxiv, 2024.04. 18.589952, 2024
2024
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
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