Marc’Aurelio Ranzato

Publications by Year

Research Areas

Topic Modeling, Natural Language Processing Techniques, Domain Adaptation and Few-Shot Learning, Multimodal Machine Learning Applications, Neural Networks and Applications

Most-Cited Works

• → DeepFace: Closing the Gap to Human-Level Performance in Face Verification(2014)6,531 cited
• Large Scale Distributed Deep Networks(2012)
• DeViSE: A Deep Visual-Semantic Embedding Model(2013)
• → Unsupervised Learning of Invariant Feature Hierarchies with Applications to Object Recognition(2007)1,106 cited
• → Efficient Learning of Sparse Representations with an Energy-Based Model(2007)1,082 cited
• → Sequence Level Training with Recurrent Neural Networks(2015)945 cited
• Sparse Feature Learning for Deep Belief Networks(2007)
• → Predicting Parameters in Deep Learning(2013)704 cited
• Building high-level features using large scale unsupervised learning(2012)