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Karen Simonyan

  1. Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm
    2017/12/05 by David Silver, Silver, David, Thomas Hubert +23 · 5 voices · 206 citations
    Computer Science · #Artificial Intelligence in Games #Reinforcement Learning in Robotics #Video Analysis and Summarization
  2. Training Compute-Optimal Large Language Models
    2022/03/29 by Jordan Hoffmann, Hoffmann, Jordan, Sebastian Borgeaud +41 · 13 voices · 435 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Machine Learning and Algorithms
  3. Mastering Atari, Go, chess and shogi by planning with a learned model
    2019/11/19 by Julian Schrittwieser, Ioannis Antonoglou, Thomas Hubert +9 · 4 voices · 153 citations
    Computer Science · #Artificial Intelligence in Games #Reinforcement Learning in Robotics #AI-based Problem Solving and Planning
  4. High-Performance Large-Scale Image Recognition Without Normalization
    2021/02/11 by Andrew Brock, Brock, Andrew, Soham De +6 · 2 voices · 36 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #cs.CV #cs.LG #stat.ML
  5. Very Deep Convolutional Networks for Large-Scale Image Recognition
    2014/09/04 by Karen Simonyan, Andrew Zisserman, Simonyan, Karen +1 · 3093 citations
    Computer Science · Engineering · #Advanced Vision and Imaging #Advanced Neural Network Applications #Image Processing Techniques and Applications
  6. Large Scale GAN Training for High Fidelity Natural Image Synthesis
    2018/09/28 by Andrew Brock, Jeff Donahue, Brock, Andrew +3 · 3 voices · 321 citations
    Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Generative Adversarial Networks and Image Synthesis #cs.LG #stat.ML
  7. Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps
    2013/12/20 by Karen Simonyan, Simonyan, Karen, Andrea Vedaldi +3 · 2 voices · 363 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Neural Network Applications #Cell Image Analysis Techniques #Generative Adversarial Networks and Image Synthesis #Visual Attention and Saliency Detection #cs.CV
  8. Flamingo: a Visual Language Model for Few-Shot Learning
    2022/04/29 by Alayrac, Jean-Baptiste, Jeff Donahue, Pauline Luc +50 · 557 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
  9. Improving language models by retrieving from trillions of tokens
    2021/12/08 by Sebastian Borgeaud, Arthur Mensch, Borgeaud, Sebastian +54 · 6 voices · 153 citations
    Computer Science · #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling #cs.CL #cs.LG
  10. Hierarchical Representations for Efficient Architecture Search
    2017/11/01 by Hanxiao Liu, Liu, Hanxiao, Karen Simonyan +7 · 2 voices · 9 citations
    Computer Science · #Evolutionary Algorithms and Applications #Machine Learning and Data Classification #Metaheuristic Optimization Algorithms Research #cs.CV #cs.LG #cs.NE #stat.ML
  11. The Kinetics Human Action Video Dataset
    2017/05/19 by Will Kay, Kay, Will, João Carreira +21 · 248 citations
    Computer Science · #Human Pose and Action Recognition #Anomaly Detection Techniques and Applications #Video Surveillance and Tracking Methods
  12. DARTS: Differentiable Architecture Search
    2018/06/24 by Hanxiao Liu, Karen Simonyan, Liu, Hanxiao +3 · 264 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Immunology and Microbiology · #Machine Learning in Bioinformatics #Multimodal Machine Learning Applications #interferon and immune responses
  13. Two-Stream Convolutional Networks for Action Recognition in Videos
    2014/06/09 by Karen Simonyan, Simonyan, Karen, Andrew Zisserman +1 · 176 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Video Surveillance and Tracking Methods
  14. Spatial Transformer Networks
    2015/06/05 by Max Jaderberg, Karen Simonyan, Jaderberg, Max +5 · 1 voice · 44 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.CV
  15. WaveNet: A Generative Model for Raw Audio
    2016/09/12 by Aäron van den Oord, Oord, Aaron van den, Sander Dieleman +15 · 147 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing
  16. StarCraft II: A New Challenge for Reinforcement Learning
    2017/08/16 by Oriol Vinyals, Vinyals, Oriol, Timo Ewalds +48 · 1 voice · 48 citations
    Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Games #Digital Games and Media #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #cs.AI #cs.LG
  17. Improved protein structure prediction using potentials from deep learning
    2020/01/15 by Andrew W. Senior, Andrew Senior, Richard Evans +18 · 81 citations
    Biochemistry, Genetics and Molecular Biology · Materials Science · #Enzyme Structure and Function #Plant biochemistry and biosynthesis #Protein Structure and Dynamics
  18. IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures
    2018/02/05 by Lasse Espeholt, Espeholt, Lasse, Hubert Soyer +21 · 106 citations
    Computer Science · Decision Sciences · #Adaptive Dynamic Programming Control #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
  19. Scaling Language Models: Methods, Analysis & Insights from Training Gopher
    2021/12/08 by Jack W. Rae, Rae, Jack W., Sebastian Borgeaud +157 · 73 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
  20. Synthetic Data and Artificial Neural Networks for Natural Scene Text\n Recognition
    2014/06/09 by Max Jaderberg, Karen Simonyan, Jaderberg, Max +5 · 57 citations
    Computer Science · #Handwritten Text Recognition Techniques #Natural Language Processing Techniques #Topic Modeling
  21. Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders
    2017/04/05 by Jesse Engel, Cinjon Resnick, Engel, Jesse +11 · 44 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing
  22. Natural Neural Networks
    2015/07/01 by Guillaume Desjardins, Karen Simonyan, Desjardins, Guillaume +5 · 1 voice · 11 citations
    Computer Science · #Neural Networks and Applications #cs.LG #cs.NE #stat.ML
  23. Population Based Training of Neural Networks
    2017/11/27 by Max Jaderberg, Jaderberg, Max, Valentin Dalibard +21 · 27 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Neural and Evolutionary Computing (cs.NE)
  24. Skilful precipitation nowcasting using deep generative models of radar
    2021/09/29 by Suman Ravuri, Karel Lenc, Matthew Willson +17 · 31 citations
    Earth and Planetary Sciences · Environmental Science · #Flood Risk Assessment and Management #Meteorological Phenomena and Simulations #Precipitation Measurement and Analysis
  25. Efficient Neural Audio Synthesis
    2018/02/23 by Nal Kalchbrenner, Kalchbrenner, Nal, Erich Elsen +17 · 21 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
  26. Return of the Devil in the Details: Delving Deep into Convolutional Nets
    2014/05/14 by Ken Chatfield, Chatfield, Ken, Karen Simonyan +5 · 18 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
  27. Reading Text in the Wild with Convolutional Neural Networks
    2014/12/04 by Max Jaderberg, Jaderberg, Max, Karen Simonyan +5 · 9 citations
    Computer Science · #Handwritten Text Recognition Techniques #Advanced Image and Video Retrieval Techniques #Multimodal Machine Learning Applications
  28. Parallel WaveNet: Fast High-Fidelity Speech Synthesis
    2017/11/28 by Aäron van den Oord, Oord, Aaron van den, Yazhe Li +40 · 8 citations
    Computer Science · #Speech Recognition and Synthesis #Speech and Audio Processing #Music and Audio Processing
  29. Fast Sparse ConvNets
    2019/11/21 by Erich Elsen, Elsen, Erich, Marat Dukhan +5 · 1 voice · 2 citations
    #cs.CV
  30. High Fidelity Speech Synthesis with Adversarial Networks
    2019/09/25 by Mikołaj Bińkowski, Jeff Donahue, Bińkowski, Mikołaj +13 · 9 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Music and Audio Processing #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
  31. AlgebraNets
    2020/06/12 by Jordan Hoffmann, Hoffmann, Jordan, Simon Schmitt +7 · 1 voice · 1 citation
    Computer Science · #cs.LG #stat.ML
  32. Hierarchical Autoregressive Image Models with Auxiliary Decoders
    2019/03/06 by Jeffrey De Fauw, Sander Dieleman, De Fauw, Jeffrey +3 · 8 citations
    Computer Science · #Advanced Image Processing Techniques #Chaos-based Image/Signal Encryption #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  33. Adversarial Video Generation on Complex Datasets
    2019/07/15 by Aidan Clark, Jeff Donahue, Clark, Aidan +3 · 12 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Image Processing Techniques #Digital Media Forensic Detection
  34. Large Scale Adversarial Representation Learning
    2019/07/04 by Jeff Donahue, Donahue, Jeff, Karen Simonyan +1 · 5 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
  35. Evolving Normalization-Activation Layers
    2020/04/06 by Hanxiao Liu, Liu, Hanxiao, Andrew Brock +5 · 7 citations
    Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
  36. The StreetLearn Environment and Dataset
    2019/03/04 by Piotr Mirowski, Andras Banki-Horvath, Mirowski, Piotr +19 · 4 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #Robotics (cs.RO)
  37. The challenge of realistic music generation: modelling raw audio at scale
    2018/06/26 by Sander Dieleman, Dieleman, Sander, Aäron van den Oord +3 · 3 citations
    Computer Science · #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music Technology and Sound Studies #Music and Audio Processing #Sound (cs.SD) #electronic engineering #information engineering
  38. LOGAN: Latent Optimisation for Generative Adversarial Networks
    2019/12/02 by Yan Wu, Wu, Yan, Jeff Donahue +7 · 1 voice
    #cs.LG #stat.ML
  39. Off-Policy Actor-Critic with Shared Experience Replay
    2019/09/25 by Simon Schmitt, Matteo Hessel, Schmitt, Simon +3 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
  40. Transformation-based Adversarial Video Prediction on Large-Scale Data
    2020/03/09 by Pauline Luc, Luc, Pauline, Aidan Clark +11 · 1 citation
    Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG)