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mT5: A massively multilingual pre-trained text-to-text transformer

Oct 23, 2020
Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou, Aditya Siddhant, Aditya Barua, Colin Raffel


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WT5?! Training Text-to-Text Models to Explain their Predictions

Apr 30, 2020
Sharan Narang, Colin Raffel, Katherine Lee, Adam Roberts, Noah Fiedel, Karishma Malkan


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How Much Knowledge Can You Pack Into the Parameters of a Language Model?

Feb 24, 2020
Adam Roberts, Colin Raffel, Noam Shazeer


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DDSP: Differentiable Digital Signal Processing

Jan 14, 2020
Jesse Engel, Lamtharn Hantrakul, Chenjie Gu, Adam Roberts


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Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer

Oct 24, 2019
Colin Raffel, Noam Shazeer, Adam Roberts, Katherine Lee, Sharan Narang, Michael Matena, Yanqi Zhou, Wei Li, Peter J. Liu


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The Bach Doodle: Approachable music composition with machine learning at scale

Jul 14, 2019
Cheng-Zhi Anna Huang, Curtis Hawthorne, Adam Roberts, Monica Dinculescu, James Wexler, Leon Hong, Jacob Howcroft

* Proceedings of the 18th International Society for Music Information Retrieval Conference, ISMIR 2019 

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Learning to Groove with Inverse Sequence Transformations

May 14, 2019
Jon Gillick, Adam Roberts, Jesse Engel, Douglas Eck, David Bamman

* ICML 2019, 11 pages, 6 figures 

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GANSynth: Adversarial Neural Audio Synthesis

Apr 15, 2019
Jesse Engel, Kumar Krishna Agrawal, Shuo Chen, Ishaan Gulrajani, Chris Donahue, Adam Roberts

* Colab Notebook: http://goo.gl/magenta/gansynth-demo 

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Counterpoint by Convolution

Mar 18, 2019
Cheng-Zhi Anna Huang, Tim Cooijmans, Adam Roberts, Aaron Courville, Douglas Eck

* Proceedings of the 18th International Society for Music Information Retrieval Conference, ISMIR 2017 

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Enabling Factorized Piano Music Modeling and Generation with the MAESTRO Dataset

Oct 30, 2018
Curtis Hawthorne, Andriy Stasyuk, Adam Roberts, Ian Simon, Cheng-Zhi Anna Huang, Sander Dieleman, Erich Elsen, Jesse Engel, Douglas Eck

* Examples available at https://goo.gl/magenta/maestro-examples 

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A Hierarchical Latent Vector Model for Learning Long-Term Structure in Music

Jul 30, 2018
Adam Roberts, Jesse Engel, Colin Raffel, Curtis Hawthorne, Douglas Eck

* ICML 2018 
* ICML Camera Ready Version 

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Onsets and Frames: Dual-Objective Piano Transcription

Jun 05, 2018
Curtis Hawthorne, Erich Elsen, Jialin Song, Adam Roberts, Ian Simon, Colin Raffel, Jesse Engel, Sageev Oore, Douglas Eck

* Examples available at https://goo.gl/magenta/onsets-frames-examples 

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Learning a Latent Space of Multitrack Measures

Jun 01, 2018
Ian Simon, Adam Roberts, Colin Raffel, Jesse Engel, Curtis Hawthorne, Douglas Eck


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Latent Constraints: Learning to Generate Conditionally from Unconditional Generative Models

Dec 21, 2017
Jesse Engel, Matthew Hoffman, Adam Roberts


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Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders

Apr 05, 2017
Jesse Engel, Cinjon Resnick, Adam Roberts, Sander Dieleman, Douglas Eck, Karen Simonyan, Mohammad Norouzi


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