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Sebastian Nowozin
Sebastian Nowozin
Google DeepMind
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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
30002019
f-gan: Training generative neural samplers using variational divergence minimization
S Nowozin, B Cseke, R Tomioka
Advances in neural information processing systems 29, 2016
19642016
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
18382019
Which training methods for GANs do actually converge?
L Mescheder, A Geiger, S Nowozin
International conference on machine learning, 3481-3490, 2018
16702018
On feature combination for multiclass object classification
P Gehler, S Nowozin
2009 IEEE 12th International Conference on Computer Vision, 221-228, 2009
11002009
Optimization for machine learning
S Sra, S Nowozin, SJ Wright
Mit Press, 2011
10192011
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
9432017
Deepcoder: Learning to write programs
M Balog, AL Gaunt, M Brockschmidt, S Nowozin, D Tarlow
arXiv preprint arXiv:1611.01989, 2016
7272016
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
6862017
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
6752016
Adversarial variational bayes: Unifying variational autoencoders and generative adversarial networks
L Mescheder, S Nowozin, A Geiger
International conference on machine learning, 2391-2400, 2017
6512017
The numerics of gans
L Mescheder, S Nowozin, A Geiger
Advances in neural information processing systems 30, 2017
5292017
Stabilizing training of generative adversarial networks through regularization
K Roth, A Lucchi, S Nowozin, T Hofmann
Advances in neural information processing systems 30, 2017
5252017
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
5212012
Structured learning and prediction in computer vision
S Nowozin, CH Lampert
Foundations and Trends® in Computer Graphics and Vision 6 (3–4), 185-365, 2011
4872011
How good is the Bayes posterior in deep neural networks really?
F Wenzel, K Roth, BS Veeling, J Świątkowski, L Tran, S Mandt, J Snoek, ...
arXiv preprint arXiv:2002.02405, 2020
3952020
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
3382018
Meta-learning probabilistic inference for prediction
J Gordon, J Bronskill, M Bauer, S Nowozin, RE Turner
arXiv preprint arXiv:1805.09921, 2018
3152018
Fast and flexible multi-task classification using conditional neural adaptive processes
J Requeima, J Gordon, J Bronskill, S Nowozin, RE Turner
Advances in neural information processing systems 32, 2019
2832019
Discriminative subsequence mining for action classification
S Nowozin, G Bakir, K Tsuda
2007 IEEE 11th International Conference on Computer Vision, 1-8, 2007
2672007
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