| A simple neural network module for relational reasoning A Santoro, D Raposo, DGT Barrett, M Malinowski, R Pascanu, P Battaglia, ... arXiv preprint arXiv:1706.01427, 2017 | 921 | 2017 |
| On the importance of single directions for generalization AS Morcos, DGT Barrett, NC Rabinowitz, M Botvinick arXiv preprint arXiv:1803.06959, 2018 | 167 | 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 | 108 | 2017 |
| Measuring abstract reasoning in neural networks D Barrett, F Hill, A Santoro, A Morcos, T Lillicrap International Conference on Machine Learning, 4477-4486, 2018 | 106* | 2018 |
| 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 | 71 | 2017 |
| Learning optimal spike-based representations R Bourdoukan, DGT Barrett, C Machens, S Deneve Advances in Neural Information Processing Systems 25, 2294-2302, 2012 | 44 | 2012 |
| 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 | 36 | 2019 |
| Optimal compensation for neuron loss DGT Barrett, S Deneve, CK Machens Elife 5, e12454, 2016 | 27* | 2016 |
| 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 | 25 | 2019 |
| 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 | 22* | 2017 |
| 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 | 18 | 2008 |
| Spectral inference networks: Unifying spectral methods with deep learning D Pfau, S Petersen, A Agarwal, D Barrett, K Stachenfeld arXiv preprint arXiv:1806.02215 2, 2018 | 17* | 2018 |
| Firing rate predictions in optimal balanced networks DG Barrett, S Denève, CK Machens Advances in Neural Information Processing Systems 26, 1538-1546, 2013 | 16 | 2013 |
| 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 | 14 | 2020 |
| 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 | 11 | 2009 |
| 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 | 4 | 2019 |
| Computation in Balanced Networks DGT Barrett UCL (University College London), 2012 | 3 | 2012 |
| Implicit gradient regularization DGT Barrett, B Dherin arXiv preprint arXiv:2009.11162, 2020 | 2 | 2020 |
| Sparse Coding: from natural sounds to music DGT Barrett Trinity College Dublin, 2009 | 1 | 2009 |
| Blog post D Barrett, S Ritter Interpreting, 2017 | | 2017 |
Adam SantoroDeepMindVerified email at google.com
