Simonyan, Karen

32 publications

NeurIPS 2022 An Empirical Analysis of Compute-Optimal Large Language Model Training Jordan Hoffmann, Sebastian Borgeaud, Arthur Mensch, Elena Buchatskaya, Trevor Cai, Eliza Rutherford, Diego de Las Casas, Lisa Anne Hendricks, Johannes Welbl, Aidan Clark, Thomas Hennigan, Eric Noland, Katherine Millican, George van den Driessche, Bogdan Damoc, Aurelia Guy, Simon Osindero, Karén Simonyan, Erich Elsen, Oriol Vinyals, Jack Rae, Laurent Sifre

NeurIPS 2022 Flamingo: A Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech, Iain Barr, Yana Hasson, Karel Lenc, Arthur Mensch, Katherine Millican, Malcolm Reynolds, Roman Ring, Eliza Rutherford, Serkan Cabi, Tengda Han, Zhitao Gong, Sina Samangooei, Marianne Monteiro, Jacob L Menick, Sebastian Borgeaud, Andy Brock, Aida Nematzadeh, Sahand Sharifzadeh, Mikołaj Bińkowski, Ricardo Barreira, Oriol Vinyals, Andrew Zisserman, Karén Simonyan

ICML 2022 Improving Language Models by Retrieving from Trillions of Tokens Sebastian Borgeaud, Arthur Mensch, Jordan Hoffmann, Trevor Cai, Eliza Rutherford, Katie Millican, George Bm Van Den Driessche, Jean-Baptiste Lespiau, Bogdan Damoc, Aidan Clark, Diego De Las Casas, Aurelia Guy, Jacob Menick, Roman Ring, Tom Hennigan, Saffron Huang, Loren Maggiore, Chris Jones, Albin Cassirer, Andy Brock, Michela Paganini, Geoffrey Irving, Oriol Vinyals, Simon Osindero, Karen Simonyan, Jack Rae, Erich Elsen, Laurent Sifre

ICML 2022 Unified Scaling Laws for Routed Language Models Aidan Clark, Diego De Las Casas, Aurelia Guy, Arthur Mensch, Michela Paganini, Jordan Hoffmann, Bogdan Damoc, Blake Hechtman, Trevor Cai, Sebastian Borgeaud, George Bm Van Den Driessche, Eliza Rutherford, Tom Hennigan, Matthew J Johnson, Albin Cassirer, Chris Jones, Elena Buchatskaya, David Budden, Laurent Sifre, Simon Osindero, Oriol Vinyals, Marc’Aurelio Ranzato, Jack Rae, Erich Elsen, Koray Kavukcuoglu, Karen Simonyan

ICLR 2021 End-to-End Adversarial Text-to-Speech Jeff Donahue, Sander Dieleman, Mikolaj Binkowski, Erich Elsen, Karen Simonyan

ICML 2021 High-Performance Large-Scale Image Recognition Without Normalization Andy Brock, Soham De, Samuel L Smith, Karen Simonyan

ICLR 2021 Practical Real Time Recurrent Learning with a Sparse Approximation Jacob Menick, Erich Elsen, Utku Evci, Simon Osindero, Karen Simonyan, Alex Graves

NeurIPS 2020 Evolving Normalization-Activation Layers Hanxiao Liu, Andy Brock, Karen Simonyan, Quoc V. Le

ICLR 2020 High Fidelity Speech Synthesis with Adversarial Networks Mikołaj Bińkowski, Jeff Donahue, Sander Dieleman, Aidan Clark, Erich Elsen, Norman Casagrande, Luis C. Cobo, Karen Simonyan

ICML 2020 Off-Policy Actor-Critic with Shared Experience Replay Simon Schmitt, Matteo Hessel, Karen Simonyan

ICLR 2019 DARTS: Differentiable Architecture Search Hanxiao Liu, Karen Simonyan, Yiming Yang

NeurIPS 2019 Large Scale Adversarial Representation Learning Jeff Donahue, Karen Simonyan

ICLR 2019 Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock, Jeff Donahue, Karen Simonyan

ICML 2018 Efficient Neural Audio Synthesis Nal Kalchbrenner, Erich Elsen, Karen Simonyan, Seb Noury, Norman Casagrande, Edward Lockhart, Florian Stimberg, Aaron Oord, Sander Dieleman, Koray Kavukcuoglu

ICLR 2018 Hierarchical Representations for Efficient Architecture Search Hanxiao Liu, Karen Simonyan, Oriol Vinyals, Chrisantha Fernando, Koray Kavukcuoglu

ICML 2018 IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures Lasse Espeholt, Hubert Soyer, Remi Munos, Karen Simonyan, Vlad Mnih, Tom Ward, Yotam Doron, Vlad Firoiu, Tim Harley, Iain Dunning, Shane Legg, Koray Kavukcuoglu

NeurIPS 2018 Learning to Navigate in Cities Without a mAP Piotr Mirowski, Matt Grimes, Mateusz Malinowski, Karl Moritz Hermann, Keith Anderson, Denis Teplyashin, Karen Simonyan, Koray Kavukcuoglu, Andrew Zisserman, Raia Hadsell

ICML 2018 Learning to Search with MCTSnets Arthur Guez, Theophane Weber, Ioannis Antonoglou, Karen Simonyan, Oriol Vinyals, Daan Wierstra, Remi Munos, David Silver

ICML 2018 Parallel WaveNet: Fast High-Fidelity Speech Synthesis Aaron Oord, Yazhe Li, Igor Babuschkin, Karen Simonyan, Oriol Vinyals, Koray Kavukcuoglu, George Driessche, Edward Lockhart, Luis Cobo, Florian Stimberg, Norman Casagrande, Dominik Grewe, Seb Noury, Sander Dieleman, Erich Elsen, Nal Kalchbrenner, Heiga Zen, Alex Graves, Helen King, Tom Walters, Dan Belov, Demis Hassabis

NeurIPS 2018 The Challenge of Realistic Music Generation: Modelling Raw Audio at Scale Sander Dieleman, Aaron van den Oord, Karen Simonyan

ICML 2017 Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders Jesse Engel, Cinjon Resnick, Adam Roberts, Sander Dieleman, Mohammad Norouzi, Douglas Eck, Karen Simonyan

ICML 2017 Video Pixel Networks Nal Kalchbrenner, Aäron Oord, Karen Simonyan, Ivo Danihelka, Oriol Vinyals, Alex Graves, Koray Kavukcuoglu

ICLR 2015 Deep Structured Output Learning for Unconstrained Text Recognition Max Jaderberg, Karen Simonyan, Andrea Vedaldi, Andrew Zisserman

NeurIPS 2015 Natural Neural Networks Guillaume Desjardins, Karen Simonyan, Razvan Pascanu, Koray Kavukcuoglu

NeurIPS 2015 Spatial Transformer Networks Max Jaderberg, Karen Simonyan, Andrew Zisserman, Koray Kavukcuoglu

ICLR 2015 Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan, Andrew Zisserman

CVPR 2014 A Compact and Discriminative Face Track Descriptor Omkar M. Parkhi, Karen Simonyan, Andrea Vedaldi, Andrew Zisserman

ICLR 2014 Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps Karen Simonyan, Andrea Vedaldi, Andrew Zisserman

NeurIPS 2014 Two-Stream Convolutional Networks for Action Recognition in Videos Karen Simonyan, Andrew Zisserman

CVPR 2014 Understanding Objects in Detail with Fine-Grained Attributes Andrea Vedaldi, Siddharth Mahendran, Stavros Tsogkas, Subhransu Maji, Ross Girshick, Juho Kannala, Esa Rahtu, Iasonas Kokkinos, Matthew B. Blaschko, David Weiss, Ben Taskar, Karen Simonyan, Naomi Saphra, Sammy Mohamed

NeurIPS 2013 Deep Fisher Networks for Large-Scale Image Classification Karen Simonyan, Andrea Vedaldi, Andrew Zisserman

ECCV 2012 Descriptor Learning Using Convex Optimisation Karen Simonyan, Andrea Vedaldi, Andrew Zisserman