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James Townsend
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Pymanopt: A python toolbox for optimization on manifolds using automatic differentiation
J Townsend, N Koep, S Weichwald
Journal of Machine Learning Research 17 (137), 1-5, 2016
3112016
Practical lossless compression with latent variables using bits back coding
J Townsend, T Bird, D Barber
arXiv preprint arXiv:1901.04866, 2019
1492019
Hilloc: Lossless image compression with hierarchical latent variable models
J Townsend, T Bird, J Kunze, D Barber
arXiv preprint arXiv:1912.09953, 2019
682019
Differentiating the singular value decomposition
J Townsend
arXiv preprint arXiv:1710.08717, 2016
312016
Improving lossless compression rates via monte carlo bits-back coding
Y Ruan, K Ullrich, DS Severo, J Townsend, A Khisti, A Doucet, ...
International Conference on Machine Learning, 9136-9147, 2021
292021
A tutorial on the range variant of asymmetric numeral systems
J Townsend
arXiv preprint arXiv:2001.09186, 2020
222020
Lossless compression with latent variable models
J Townsend
arXiv preprint arXiv:2104.10544, 2021
102021
Lossless compression with state space models using bits back coding
J Townsend, I Murray
arXiv preprint arXiv:2103.10150, 2021
92021
Parallel neural local lossless compression
M Zhang, J Townsend, N Kang, D Barber
arXiv preprint arXiv:2201.05213, 2022
82022
Compressing multisets with large alphabets
D Severo, J Townsend, A Khisti, A Makhzani, K Ullrich
IEEE Journal on Selected Areas in Information Theory 3 (4), 605-615, 2022
72022
Your dataset is a multiset and you should compress it like one
D Severo, J Townsend, AJ Khisti, A Makhzani, K Ullrich
NeurIPS 2021 Workshop on Deep Generative Models and Downstream Applications, 2021
42021
Entropy coding of unordered data structures
J Kunze, D Severo, G Zani, JW van de Meent, J Townsend
arXiv preprint arXiv:2408.08837, 2024
32024
One-Shot Compression of Large Edge-Exchangeable Graphs using Bits-Back Coding
D Severo, J Townsend, AJ Khisti, A Makhzani
International Conference on Machine Learning, 30633-30645, 2023
12023
Random Edge Coding: One-Shot Bits-Back Coding of Large Labeled Graphs
D Severo, J Townsend, A Khisti, A Makhzani
arXiv preprint arXiv:2305.09705, 2023
12023
Verified Reversible Programming for Verified Lossless Compression
J Townsend, JW van de Meent
arXiv preprint arXiv:2211.09676, 2022
2022
Adaptive Optimization with Examplewise Gradients
J Kunze, J Townsend, D Barber
arXiv preprint arXiv:2112.00174, 2021
2021
EP Structured Variational Autoencoders
J So, J Townsend, B Gaujac
1st Symposium on Advances in Approximate Bayesian Inference, 2018
2018
The VC-Dimension of Similarity Hypotheses Spaces
M Herbster, P Rubenstein, J Townsend
arXiv preprint arXiv:1502.07143, 2015
2015
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