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Dmitry Molchanov
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Year
Variational dropout sparsifies deep neural networks
D Molchanov, A Ashukha, D Vetrov
International Conference on Machine Learning, 2498-2507, 2017
6952017
Structured bayesian pruning via log-normal multiplicative noise
K Neklyudov, D Molchanov, A Ashukha, DP Vetrov
Advances in Neural Information Processing Systems 30, 2017
1612017
Pitfalls of in-domain uncertainty estimation and ensembling in deep learning
A Ashukha, A Lyzhov, D Molchanov, D Vetrov
arXiv preprint arXiv:2002.06470, 2020
1502020
Uncertainty estimation via stochastic batch normalization
A Atanov, A Ashukha, D Molchanov, K Neklyudov, D Vetrov
arXiv preprint arXiv:1802.04893, 2018
472018
Doubly semi-implicit variational inference
D Molchanov, V Kharitonov, A Sobolev, D Vetrov
The 22nd International Conference on Artificial Intelligence and Statistics …, 2019
282019
Variance networks: When expectation does not meet your expectations
K Neklyudov, D Molchanov, A Ashukha, D Vetrov
arXiv preprint arXiv:1803.03764, 2018
192018
Bayesian incremental learning for deep neural networks
M Kochurov, T Garipov, D Podoprikhin, D Molchanov, A Ashukha, ...
arXiv preprint arXiv:1802.07329, 2018
172018
Variational dropout via empirical bayes
V Kharitonov, D Molchanov, D Vetrov
arXiv preprint arXiv:1811.00596, 2018
142018
Greedy policy search: A simple baseline for learnable test-time augmentation
D Molchanov, A Lyzhov, Y Molchanova, A Ashukha, D Vetrov
arXiv preprint arXiv:2002.09103, 2020
82020
Greedy policy search: A simple baseline for learnable test-time augmentation
A Lyzhov, Y Molchanova, A Ashukha, D Molchanov, D Vetrov
Conference on Uncertainty in Artificial Intelligence, 1308-1317, 2020
72020
Dropout-based automatic relevance determination
D Molchanov, A Ashuha, D Vetrov
Bayesian Deep Learning workshop, NIPS, 2016
32016
Relevance tagging machine
DA Molchanov, DA Kondrashkin, DP Vetrov
Machine Learning and Data Analysis 1 (13), 1877-1887, 2015
12015
Structured Semi-Implicit Variational Inference
I Molchanova, D Molchanov, N Quadrianto, D Vetrov
2019
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Articles 1–13