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Sebastian Nowozin
Sebastian Nowozin
Partner Research Manager, Machine Intelligence, Microsoft Research (Cambridge, UK)
Adresse e-mail validée de microsoft.com - Page d'accueil
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f-gan: Training generative neural samplers using variational divergence minimization
S Nowozin, B Cseke, R Tomioka
Advances in neural information processing systems 29, 2016
12652016
On feature combination for multiclass object classification
P Gehler, S Nowozin
2009 IEEE 12th International Conference on Computer Vision, 221-228, 2009
10662009
Occupancy networks: Learning 3d reconstruction in function space
L Mescheder, M Oechsle, M Niemeyer, S Nowozin, A Geiger
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2019
9332019
Which training methods for GANs do actually converge?
L Mescheder, A Geiger, S Nowozin
International conference on machine learning, 3481-3490, 2018
8192018
Can you trust your model's uncertainty? evaluating predictive uncertainty under dataset shift
Y Ovadia, E Fertig, J Ren, Z Nado, D Sculley, S Nowozin, J Dillon, ...
Advances in neural information processing systems 32, 2019
7102019
Optimization for machine learning
S Sra, S Nowozin, SJ Wright
Mit Press, 2012
6942012
Pixeldefend: Leveraging generative models to understand and defend against adversarial examples
Y Song, T Kim, S Nowozin, S Ermon, N Kushman
arXiv preprint arXiv:1710.10766, 2017
5622017
Deepcoder: Learning to write programs
M Balog, AL Gaunt, M Brockschmidt, S Nowozin, D Tarlow
arXiv preprint arXiv:1611.01989, 2016
4702016
Oblivious {Multi-Party} Machine Learning on Trusted Processors
O Ohrimenko, F Schuster, C Fournet, A Mehta, S Nowozin, K Vaswani, ...
25th USENIX Security Symposium (USENIX Security 16), 619-636, 2016
4702016
Adversarial variational bayes: Unifying variational autoencoders and generative adversarial networks
L Mescheder, S Nowozin, A Geiger
International Conference on Machine Learning, 2391-2400, 2017
4682017
Instructing people for training gestural interactive systems
S Fothergill, H Mentis, P Kohli, S Nowozin
Proceedings of the SIGCHI conference on human factors in computing systems …, 2012
4682012
Structured learning and prediction in computer vision
S Nowozin, CH Lampert
Now publishers Inc 6 (3-4), 2011
4112011
The numerics of gans
L Mescheder, S Nowozin, A Geiger
Advances in neural information processing systems 30, 2017
3792017
Dsac-differentiable ransac for camera localization
E Brachmann, A Krull, S Nowozin, J Shotton, F Michel, S Gumhold, ...
Proceedings of the IEEE conference on computer vision and pattern …, 2017
3782017
Stabilizing training of generative adversarial networks through regularization
K Roth, A Lucchi, S Nowozin, T Hofmann
Advances in neural information processing systems 30, 2017
3582017
Discriminative subsequence mining for action classification
S Nowozin, G Bakir, K Tsuda
2007 IEEE 11th International Conference on Computer Vision, 1-8, 2007
2522007
Multi-level variational autoencoder: Learning disentangled representations from grouped observations
D Bouchacourt, R Tomioka, S Nowozin
Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018
2202018
A comparative study of modern inference techniques for structured discrete energy minimization problems
JH Kappes, B Andres, FA Hamprecht, C Schnörr, S Nowozin, D Batra, ...
International Journal of Computer Vision 115 (2), 155-184, 2015
2102015
A comparative study of modern inference techniques for discrete energy minimization problems
J Kappes, B Andres, F Hamprecht, C Schnorr, S Nowozin, D Batra, S Kim, ...
Proceedings of the IEEE conference on computer vision and pattern …, 2013
2072013
Decision tree fields
S Nowozin, C Rother, S Bagon, T Sharp, B Yao, P Kohli
2011 International Conference on Computer Vision, 1668-1675, 2011
1622011
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