Ruslan Salakhutdinov
Carnegie Mellon University(US)
Publications by Year
Research Areas
Topic Modeling, Multimodal Machine Learning Applications, Domain Adaptation and Few-Shot Learning, Natural Language Processing Techniques, Reinforcement Learning in Robotics
Most-Cited Works
- Dropout: a simple way to prevent neural networks from overfitting(2014)
- → Reducing the Dimensionality of Data with Neural Networks(2006)20,621 cited
- → Improving neural networks by preventing co-adaptation of feature detectors(2012)6,639 cited
- Probabilistic Matrix Factorization(2007)
- Siamese Neural Networks for One-shot Image Recognition(2015)
- → Transformer-XL: Attentive Language Models beyond a Fixed-Length Context(2019)3,107 cited
- → Human-level concept learning through probabilistic program induction(2015)2,889 cited
- → Aligning Books and Movies: Towards Story-Like Visual Explanations by Watching Movies and Reading Books(2015)2,052 cited
- → Restricted Boltzmann machines for collaborative filtering(2007)1,870 cited
- Deep Boltzmann machines(2009)