Adam Santoro
Adam Santoro
DeepMind
Verified email at google.com
TitleCited byYear
Meta-Learning with Memory-Augmented Neural Networks
A Santoro, S Bartunov, M Botvinick, D Wierstra, T Lillicrap
Proceedings of The 33rd International Conference on Machine Learning, 1842-1850, 2016
304*2016
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, 4967-4976, 2017
1872017
Structural foundations of optogenetics: Determinants of channelrhodopsin ion selectivity
A Berndt, SY Lee, J Wietek, C Ramakrishnan, EE Steinberg, AJ Rashid, ...
Proceedings of the National Academy of Sciences 113 (4), 822-829, 2016
772016
Reassessing pattern separation in the dentate gyrus
A Santoro
Frontiers in behavioral neuroscience 7, 96, 2013
552013
Patterns across multiple memories are identified over time
BA Richards, F Xia, A Santoro, J Husse, MA Woodin, SA Josselyn, ...
Nature neuroscience 17 (7), 981, 2014
522014
Relational inductive biases, deep learning, and graph networks
PW Battaglia, JB Hamrick, V Bapst, A Sanchez-Gonzalez, V Zambaldi, ...
arXiv preprint arXiv:1806.01261, 2018
402018
Cognitive Psychology for Deep Neural Networks: A Shape Bias Case Study
S Ritter, DGT Barrett, A Santoro, MM Botvinick
arXiv preprint arXiv:1706.08606, 2017
302017
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
242017
Generative Temporal Models with Memory
M Gemici, CC Hung, A Santoro, G Wayne, S Mohamed, DJ Rezende, ...
arXiv preprint arXiv:1702.04649, 2017
212017
Unsupervised Predictive Memory in a Goal-Directed Agent
G Wayne, CC Hung, D Amos, M Mirza, A Ahuja, A Grabska-Barwinska, ...
arXiv preprint arXiv:1803.10760, 2018
162018
Relational Deep Reinforcement Learning
V Zambaldi, D Raposo, A Santoro, V Bapst, Y Li, I Babuschkin, K Tuyls, ...
arXiv preprint arXiv:1806.01830, 2018
72018
Elevation of hippocampal neurogenesis induces a temporally-graded pattern of forgetting of contextual fear memories
A Gao, F Xia, A Guskjolen, AI Ramsaran, A Santoro, SA Josselyn, ...
Journal of Neuroscience, 3126-17, 2018
72018
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
7*2017
Assessing the scalability of biologically-motivated deep learning algorithms and architectures
S Bartunov, A Santoro, BA Richards, GE Hinton, T Lillicrap
62018
Chasing the Trace
A Santoro, PW Frankland
Neuron 84 (2), 243-246, 2014
62014
Measuring abstract reasoning in neural networks
A Santoro, F Hill, D Barrett, A Morcos, T Lillicrap
International Conference on Machine Learning, 4477-4486, 2018
5*2018
Memory Transformation Enhances Reinforcement Learning in Dynamic Environments
A Santoro, PW Frankland, BA Richards
Journal of Neuroscience 36 (48), 12228-12242, 2016
52016
Learning Visual Question Answering by Bootstrapping Hard Attention
M Malinowski, C Doersch, A Santoro, P Battaglia
Proceedings of the European Conference on Computer Vision (ECCV), 3-20, 2018
42018
Relational recurrent neural networks
A Santoro, R Faulkner, D Raposo, J Rae, M Chrzanowski, T Weber, ...
arXiv preprint arXiv:1806.01822, 2018
32018
Hyperbolic Attention Networks
C Gulcehre, M Denil, M Malinowski, A Razavi, R Pascanu, KM Hermann, ...
arXiv preprint arXiv:1805.09786, 2018
32018
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Articles 1–20