Geoffrey E. Hinton

ImageNet classification with deep convolutional neural networks
Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton
2017Communications of the ACM112K citations Open access
OpenAlex
Deep learning
Yann LeCun, Yoshua Bengio, Geoffrey E. Hinton
2015Nature84K citations Open access
OpenAlex
Dropout: a simple way to prevent neural networks from overfitting
Nitish Srivastava, Geoffrey E. Hinton, Alex Krizhevsky, Ilya Sutskever +1 more
201433K citations
OpenAlex
Visualizing Data using t-SNE
Laurens van der Maaten, Geoffrey E. Hinton
2008Journal of Machine Learning Research33K citations
OpenAlex
Learning representations by back-propagating errors
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams
1986Nature32K citations
OpenAlex
Reducing the Dimensionality of Data with Neural Networks
Geoffrey E. Hinton, Ruslan Salakhutdinov
2006Science21K citations
OpenAlex
Learning Internal Representations by Error Propagation
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams
198517K citations
OpenAlex
A Fast Learning Algorithm for Deep Belief Nets
Geoffrey E. Hinton, Simon Osindero, Yee‐Whye Teh
2006Neural Computation16K citations
OpenAlex
Distilling the Knowledge in a Neural Network
Geoffrey E. Hinton, Oriol Vinyals, Dean, Jeff
2015arXiv (Cornell University)14K citations Open access
OpenAlex
Rectified Linear Units Improve Restricted Boltzmann Machines
Vinod B Nair, Geoffrey E. Hinton
2010International Conference on Machine Learning14K citations
OpenAlex
A Simple Framework for Contrastive Learning of Visual Representations
Ting Chen, Simon Kornblith, Mohammad Norouzi, Geoffrey E. Hinton
2020arXiv (Cornell University)11K citations Open access
OpenAlex
Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups
Geoffrey E. Hinton, Li Deng, Dong Yu, George E. Dahl +7 more
2012IEEE Signal Processing Magazine10K citations
OpenAlex
Speech recognition with deep recurrent neural networks
Alex Graves, Abdelrahman Mohamed, Geoffrey E. Hinton
2013IEEE International Conference on Acoustics Speech and Signal Processing8,886 citations
OpenAlex
Improving neural networks by preventing co-adaptation of feature detectors
Geoffrey E. Hinton, Nitish Srivastava, Alex Krizhevsky, Ilya Sutskever +1 more
2012arXiv (Cornell University)6,382 citations Open access
OpenAlex
Adaptive Mixtures of Local Experts
Robert A. Jacobs, Michael I. Jordan, Steven J. Nowlan, Geoffrey E. Hinton
1991Neural Computation5,302 citations
OpenAlex
Training Products of Experts by Minimizing Contrastive Divergence
Geoffrey E. Hinton
2002Neural Computation4,878 citations
OpenAlex
Dynamic Routing Between Capsules
Sara Sabour, Nicholas Frosst, Geoffrey E. Hinton
2017arXiv (Cornell University)4,080 citations Open access
OpenAlex
On the importance of initialization and momentum in deep learning
Ilya Sutskever, James Martens, George E. Dahl, Geoffrey E. Hinton
20133,739 citations
OpenAlex
A Learning Algorithm for Boltzmann Machines*
David H. Ackley, Geoffrey E. Hinton, Terrence J. Sejnowski A B
1985Cognitive Science3,404 citations
OpenAlex
Layer Normalization
Jimmy Lei Ba, Jamie Kiros, Geoffrey E. Hinton
2016arXiv (Cornell University)3,266 citations Open access
OpenAlex
Learning Internal Representations by Error Propagation
David E. Rumelhart, Geoffrey E. Hinton, R. J. Williams
1988Elsevier eBooks3,003 citations
OpenAlex
A Practical Guide to Training Restricted Boltzmann Machines
Geoffrey E. Hinton
2012Lecture notes in computer science2,851 citations
OpenAlex
Phoneme recognition using time-delay neural networks
Alexander H. Waibel, Toshiyuki Hanazawa, Geoffrey E. Hinton, Kiyohiro Shikano +1 more
1989IEEE Transactions on Acoustics Speech and Signal Processing2,640 citations
OpenAlex
A View of the Em Algorithm that Justifies Incremental, Sparse, and other Variants
Radford M. Neal, Geoffrey E. Hinton
1998Springer eBooks2,179 citations
OpenAlex
Deep Boltzmann machines
Ruslan Salakhutdinov, Geoffrey E. Hinton
20091,886 citations
OpenAlex
Restricted Boltzmann machines for collaborative filtering
Ruslan Salakhutdinov, Andriy Mnih, Geoffrey E. Hinton
2007International Conference on Machine Learning1,884 citations
OpenAlex
Neighbourhood Components Analysis
Jacob Goldberger, Geoffrey E. Hinton, Sam T. Roweis, Ruslan Salakhutdinov
20041,857 citations
OpenAlex
Deep Neural Networks for Acoustic Modeling in Speech Recognition
Geoffrey E. Hinton, Li Deng, Dong Yu, George E. Dahl +7 more
20121,817 citations
OpenAlex
Acoustic Modeling Using Deep Belief Networks
Abdelrahman Mohamed, George E. Dahl, Geoffrey E. Hinton
2011IEEE Transactions on Audio Speech and Language Processing1,727 citations
OpenAlex
Stochastic Neighbor Embedding
Geoffrey E. Hinton, Sam T. Roweis
20021,635 citations
OpenAlex
Connectionist learning procedures
Geoffrey E. Hinton
1989Artificial Intelligence1,494 citations
OpenAlex
Big Self-Supervised Models are Strong Semi-Supervised Learners
Ting Chen, Simon Kornblith, Kevin Swersky, Mohammad Norouzi +1 more
2020arXiv (Cornell University)1,431 citations Open access
OpenAlex
Transforming Auto-Encoders
Geoffrey E. Hinton, Alex Krizhevsky, Sida I. Wang
2011Lecture notes in computer science1,359 citations
OpenAlex
Improving deep neural networks for LVCSR using rectified linear units and dropout
George E. Dahl, Tara N. Sainath, Geoffrey E. Hinton
2013IEEE International Conference on Acoustics Speech and Signal Processing1,308 citations
OpenAlex
Generating Text with Recurrent Neural Networks
Ilya Sutskever, James Martens, Geoffrey E. Hinton
20111,267 citations
OpenAlex
Semantic hashing
Ruslan Salakhutdinov, Geoffrey E. Hinton
2008International Journal of Approximate Reasoning1,247 citations Open access
OpenAlex
New types of deep neural network learning for speech recognition and related applications: an overview
Li Deng, Geoffrey E. Hinton, Brian E. D. Kingsbury
2013IEEE International Conference on Acoustics Speech and Signal Processing1,224 citations
OpenAlex
The Helmholtz Machine
Peter Dayan, Geoffrey E. Hinton, Radford M. Neal, Richard S. Zemel
1995Neural Computation1,197 citations
OpenAlex
Autoencoders, Minimum Description Length and Helmholtz Free Energy
Geoffrey E. Hinton, Richard S. Zemel
19931,172 citations
OpenAlex
The "Wake-Sleep" Algorithm for Unsupervised Neural Networks
Geoffrey E. Hinton, Peter Dayan, Brendan J. Frey, Radford M. Neal
1995Science1,072 citations
OpenAlex
Learning and Relearning in Boltzmann Machines
Geoffrey E. Hinton, Terrence J. Sejnowski A B
2001Graphical Models1,036 citations
OpenAlex
Distributed representations
Geoffrey E. Hinton
2018KiltHub Repository1,025 citations Open access
OpenAlex
Learning multiple layers of representation
Geoffrey E. Hinton
2007Trends in Cognitive Sciences1,013 citations
OpenAlex
Keeping the neural networks simple by minimizing the description length of the weights
Geoffrey E. Hinton, Drew van Camp
1993Annual Conference on Computational Learning Theory (COLT)958 citations
OpenAlex
Parallel models of associative memory
Geoffrey E. Hinton, James A. Anderson
1981CERN Document Server (European Organization for Nuclear Research)927 citations
OpenAlex
Matrix capsules with EM routing
Geoffrey E. Hinton, Sara Sabour, Nicholas Frosst
2018International Conference on Learning Representations910 citations
OpenAlex
Deep belief networks
Geoffrey E. Hinton
2009Scholarpedia906 citations Open access
OpenAlex
Backpropagation and the brain
Timothy Lillicrap, Adam Santoro, Luke Marris, Colin J. Akerman +1 more
2020Nature reviews. Neuroscience905 citations
OpenAlex
When Does Label Smoothing Help?
Rafael Rios Müller, Simon Kornblith, Geoffrey E. Hinton
2019arXiv (Cornell University)859 citations Open access
OpenAlex
A Scalable Hierarchical Distributed Language Model
Andriy Mnih, Geoffrey E. Hinton
2008827 citations
OpenAlex

Most-cited papers