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David G.T. Barrett
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Cited by
Year
A simple neural network module for relational reasoning
A Santoro, D Raposo, DG Barrett, M Malinowski, R Pascanu, P Battaglia, ...
Advances in neural information processing systems 30, 2017
13922017
On the importance of single directions for generalization
AS Morcos, DGT Barrett, NC Rabinowitz, M Botvinick
arXiv preprint arXiv:1803.06959, 2018
2542018
Measuring abstract reasoning in neural networks
D Barrett, F Hill, A Santoro, A Morcos, T Lillicrap
International Conference on Machine Learning, 4477-4486, 2018
214*2018
Cognitive psychology for deep neural networks: A shape bias case study
S Ritter, DGT Barrett, A Santoro, MM Botvinick
International conference on machine learning, 2940-2949, 2017
1652017
Discovering objects and their relations from entangled scene representations
D Raposo, A Santoro, D Barrett, R Pascanu, T Lillicrap, P Battaglia
arXiv preprint arXiv:1702.05068, 2017
992017
Analyzing biological and artificial neural networks: challenges with opportunities for synergy?
DGT Barrett, AS Morcos, JH Macke
Current opinion in neurobiology 55, 55-64, 2019
772019
On the origin of implicit regularization in stochastic gradient descent
SL Smith, B Dherin, DGT Barrett, S De
arXiv preprint arXiv:2101.12176, 2021
672021
Learning optimal spike-based representations
R Bourdoukan, DGT Barrett, C Machens, S Deneve
Advances in Neural Information Processing Systems 25, 2294-2302, 2012
572012
Learning to make analogies by contrasting abstract relational structure
F Hill, A Santoro, DGT Barrett, AS Morcos, T Lillicrap
arXiv preprint arXiv:1902.00120, 2019
562019
An explicitly relational neural network architecture
M Shanahan, K Nikiforou, A Creswell, C Kaplanis, D Barrett, M Garnelo
International Conference on Machine Learning, 8593-8603, 2020
442020
Implicit gradient regularization
DGT Barrett, B Dherin
arXiv preprint arXiv:2009.11162, 2020
432020
Optimal compensation for neuron loss
DGT Barrett, S Deneve, CK Machens
Elife 5, e12454, 2016
35*2016
Building machines that learn and think for themselves
M Botvinick, DGT Barrett, P Battaglia, N de Freitas, D Kumaran, JZ Leibo, ...
Behavioral and Brain Sciences 40, 2017
30*2017
Spectral Inference Networks: Unifying Spectral Methods With Deep Learning.
D Pfau, S Petersen, A Agarwal, DGT Barrett, KL Stachenfeld
21*2018
Taking plateau into microgravity: The formation of an eightfold vertex in a system of soap films
DGT Barrett, S Kelly, EJ Daly, MJ Dolan, W Drenckhan, D Weaire, ...
Microgravity-Science and Technology 20 (1), 17-22, 2008
202008
Firing rate predictions in optimal balanced networks
DG Barrett, S Denève, CK Machens
Advances in Neural Information Processing Systems 26, 2013
192013
Sparse coding of birdsong and receptive field structure in songbirds
G Greene, DGT Barrett, K Sen, C Houghton
Network: Computation in neural systems 20 (3), 162-177, 2009
112009
Is coding a relevant metaphor for building AI? A commentary on" Is coding a relevant metaphor for the brain?", by Romain Brette
A Santoro, F Hill, D Barrett, D Raposo, M Botvinick, T Lillicrap
arXiv preprint arXiv:1904.10396, 2019
42019
Computation in Balanced Networks
DGT Barrett
UCL (University College London), 2012
32012
The Geometric Occam's Razor Implicit in Deep Learning
B Dherin, M Munn, DGT Barrett
arXiv preprint arXiv:2111.15090, 2021
22021
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Articles 1–20