Nicholas Watters
TitleCited byYear
Understanding disentangling in -VAE
CP Burgess, I Higgins, A Pal, L Matthey, N Watters, G Desjardins, ...
arXiv preprint arXiv:1804.03599, 2018
1612018
Visual interaction networks: Learning a physics simulator from video
N Watters, D Zoran, T Weber, P Battaglia, R Pascanu, A Tacchetti
Advances in neural information processing systems, 4539-4547, 2017
1352017
Monet: Unsupervised scene decomposition and representation
CP Burgess, L Matthey, N Watters, R Kabra, I Higgins, M Botvinick, ...
arXiv preprint arXiv:1901.11390, 2019
372019
Life-long disentangled representation learning with cross-domain latent homologies
A Achille, T Eccles, L Matthey, C Burgess, N Watters, A Lerchner, ...
Advances in Neural Information Processing Systems, 9873-9883, 2018
272018
Multi-object representation learning with iterative variational inference
K Greff, RL Kaufmann, R Kabra, N Watters, C Burgess, D Zoran, L Matthey, ...
arXiv preprint arXiv:1903.00450, 2019
252019
Spatial broadcast decoder: A simple architecture for learning disentangled representations in vaes
N Watters, L Matthey, CP Burgess, A Lerchner
arXiv preprint arXiv:1901.07017, 2019
112019
Cobra: Data-efficient model-based rl through unsupervised object discovery and curiosity-driven exploration
N Watters, L Matthey, M Bosnjak, CP Burgess, A Lerchner
arXiv preprint arXiv:1905.09275, 2019
62019
Neuronal spike train entropy estimation by history clustering
N Watters, GN Reeke
Neural computation 26 (9), 1840-1872, 2014
52014
Understanding disentangling in β-VAE. arXiv 2018
CP Burgess, I Higgins, A Pal, L Matthey, N Watters, G Desjardins, ...
arXiv preprint arXiv:1804.03599, 1804
51804
A Heuristic for Unsupervised Model Selection for Variational Disentangled Representation Learning
S Duan, N Watters, L Matthey, CP Burgess, A Lerchner, I Higgins
arXiv preprint arXiv:1905.12614, 2019
12019
Spriteworld: A Flexible, Configurable Reinforcement Learning Environment
N Watters, L Matthey, S Borgeaud, R Kabra, A Lerchner
https://github.com/deepmind/spriteworld, 2019
12019
Spatial Broadcast Decoder: A Simple Architecture for Disentangled Representations in VAEs
N Watters, L Matthey, CP Burgess, A Lerchner
2019
Visual Interaction Networks: Learning a Physics Simulator from Video Supplementary Material
N Watters, A Tacchetti, T Weber, R Pascanu, P Battaglia, D Zoran
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Articles 1–13