Razvan Pascanu
Razvan Pascanu
Staff Research Scientist at Google DeepMind
Verified email at google.com - Homepage
TitleCited byYear
Theano: A CPU and GPU math compiler in Python
J Bergstra, O Breuleux, F Bastien, P Lamblin, R Pascanu, G Desjardins, ...
Proc. 9th Python in Science Conf 1, 2010
On the difficulty of training recurrent neural networks
R Pascanu, T Mikolov, Y Bengio
International Conference on Machine Learning, 1310-1318, 2013
Theano: new features and speed improvements
F Bastien, P Lamblin, R Pascanu, J Bergstra, I Goodfellow, A Bergeron, ...
arXiv preprint arXiv:1211.5590, 2012
Identifying and attacking the saddle point problem in high-dimensional non-convex optimization
YN Dauphin, R Pascanu, C Gulcehre, K Cho, S Ganguli, Y Bengio
Advances in neural information processing systems, 2933-2941, 2014
How to construct deep recurrent neural networks
R Pascanu, C Gulcehre, K Cho, Y Bengio
arXiv preprint arXiv:1312.6026, 2013
Overcoming catastrophic forgetting in neural networks
J Kirkpatrick, R Pascanu, N Rabinowitz, J Veness, G Desjardins, AA Rusu, ...
Proceedings of the national academy of sciences, 201611835, 2017
Theano: A Python framework for fast computation of mathematical expressions
R Al-Rfou, G Alain, A Almahairi, C Angermueller, D Bahdanau, N Ballas, ...
arXiv preprint, 2016
On the number of linear regions of deep neural networks
GF Montufar, R Pascanu, K Cho, Y Bengio
Advances in neural information processing systems, 2924-2932, 2014
Advances in optimizing recurrent networks
Y Bengio, N Boulanger-Lewandowski, R Pascanu
2013 IEEE International Conference on Acoustics, Speech and Signal …, 2013
Progressive neural networks
AA Rusu, NC Rabinowitz, G Desjardins, H Soyer, J Kirkpatrick, ...
arXiv preprint arXiv:1606.04671, 2016
Pylearn2: a machine learning research library
IJ Goodfellow, D Warde-Farley, P Lamblin, V Dumoulin, M Mirza, ...
arXiv preprint arXiv:1308.4214, 2013
A simple neural network module for relational reasoning
A Santoro, D Raposo, DG Barrett, M Malinowski, R Pascanu, P Battaglia, ...
Advances in neural information processing systems, 4967-4976, 2017
Learning algorithms for the classification restricted boltzmann machine
H Larochelle, M Mandel, R Pascanu, Y Bengio
Journal of Machine Learning Research 13 (Mar), 643-669, 2012
Learning to navigate in complex environments
P Mirowski, R Pascanu, F Viola, H Soyer, AJ Ballard, A Banino, M Denil, ...
arXiv preprint arXiv:1611.03673, 2016
Combining modality specific deep neural networks for emotion recognition in video
SE Kahou, C Pal, X Bouthillier, P Froumenty, Ç Gülçehre, R Memisevic, ...
Proceedings of the 15th ACM on International conference on multimodal …, 2013
Theano: Deep learning on gpus with python
J Bergstra, F Bastien, O Breuleux, P Lamblin, R Pascanu, O Delalleau, ...
NIPS 2011, BigLearning Workshop, Granada, Spain 3, 1-48, 2011
Understanding the exploding gradient problem
R Pascanu, T Mikolov, Y Bengio
CoRR, abs/1211.5063, 2012
Interaction networks for learning about objects, relations and physics
P Battaglia, R Pascanu, M Lai, DJ Rezende
Advances in neural information processing systems, 4502-4510, 2016
Revisiting natural gradient for deep networks
R Pascanu, Y Bengio
arXiv preprint arXiv:1301.3584, 2013
Sim-to-real robot learning from pixels with progressive nets
AA Rusu, M Vecerik, T Rothörl, N Heess, R Pascanu, R Hadsell
arXiv preprint arXiv:1610.04286, 2016
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