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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
7352014
Computation through neural population dynamics
S Vyas, MD Golub, D Sussillo, KV Shenoy
Annual review of neuroscience 43 (1), 249-275, 2020
6352020
Learning by neural reassociation
MD Golub, PT Sadtler, ER Oby, KM Quick, SI Ryu, EC Tyler-Kabara, ...
Nature Neuroscience 21 (4), 607-616, 2018
2502018
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
2232019
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
1632019
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
1232016
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
972019
Cortical preparatory activity indexes learned motor memories
X Sun*, DJ O’Shea*, MD Golub, EM Trautmann, S Vyas, SI Ryu, ...
Nature 602 (7896), 274-279, 2022
91*2022
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
802014
Constraints on neural redundancy
JA Hennig, MD Golub, PJ Lund, PT Sadtler, ER Oby, KM Quick, SI Ryu, ...
eLife 7, e36774, 2018
762018
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
682021
Internal models for interpreting neural population activity during sensorimotor control
MD Golub, BM Yu**, SM Chase**
eLife 4, e10015, 2015
682015
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
502018
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
462013
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
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
20*2024
Computation through cortical dynamics
LN Driscoll, MD Golub, D Sussillo
Neuron 98 (5), 873-875, 2018
152018
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
12024
Active learning of neural population dynamics using two-photon holographic optogenetics
A Wagenmaker*, L Mi*, M Rozsa, M Bull, K Svoboda, K Daie**, M Golub**, ...
Advances in Neural Information Processing Systems 37, 31659-31687, 2025
2025
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