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Autoregressive models are now capable of generating high-quality minute-long expressive MIDI piano performances.
Modelling symbolic music: Beyond the piano roll
C. Walder · 2016
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Glsr-vae: Geodesic latent space regularization for variational autoencoder architectures
G. Hadjeres, F. Nielsen, and F. Pachet · 2017
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Deepbach: a steerable model for bach chorales generation
G. Hadjeres, F. Pachet, and F. Nielsen · 2017
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A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, L. Kaiser, and I. Polosukhin · 2017
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C.-Z. A. Huang, A. Vaswani, J. Uszkoreit, N. Shazeer, I. Simon, C. Hawthorne, A. M. Dai, M. D. Hoffman, M. Dinculescu, and D. Eck · 2018
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Self-attention with relative position representations
P. Shaw, J. Uszkoreit, and A. Vaswani · 2018
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Nonoto: A model-agnostic web interface for interactive music composition by inpainting
T. Bazin and G. Hadjeres · 2019
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Generating long sequences with sparse transformers
R. Child, S. Gray, A. Radford, and I. Sutskever · 2019
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Transformer-xl: Attentive language models beyond a fixed-length context
Z. Dai, Z. Yang, Y. Yang, J. G. Carbonell, Q. V. Le, and R. Salakhutdinov · 2019
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Lakhnes: Improving multi-instrumental music generation with cross-domain pre-training
C. Donahue, H. H. Mao, Y. E. Li, G. W. Cottrell, and J. McAuley · 2019
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Piano genie
C. Donahue, I. Simon, and S. Dieleman · 2019
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O. Elharrouss, N. Almaadeed, S. Al-Máadeed, and Y. Akbari · 2019
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The curious case of neural text degeneration
A. Holtzman, J. Buys, L. Du, M. Forbes, and Y. Choi · 2019
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The bach doodle: Approachable music composition with machine learning at scale
C.-Z. A. Huang, C. Hawthorne, A. Roberts, M. Dinculescu, J. Wexler, L. Hong, and J. Howcroft · 2019
Pop music transformer: Beat-based modeling and generation of expressive pop piano compositions
Y.-S. Huang and Y.-H. Yang · 2020
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Transformers are rnns: Fast autoregressive transformers with linear attention
A. Katharopoulos, A. Vyas, N. Pappas, and F. Fleuret · 2020
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Giantmidi-piano: A large-scale midi dataset for classical piano music
Q. Kong, B. Li, J. Chen, and Y. Wang · 2020
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High-resolution piano transcription with pedals by regressing onsets and offsets times
Q. Kong, B. Li, X. Song, Y. Wan, and Y. Wang · 2020
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This time with feeling: learning expressive musical performance
S. Oore, I. Simon, S. Dieleman, D. Eck, and K. Simonyan · 2020
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Learning to traverse latent spaces for musical score inpainting
A. Pati, A. Lerch, and G. Hadjeres · 2019
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Magenta studio: Augmenting creativity with deep learning in ableton live
A. Roberts, C. Kayacik, C. Hawthorne, D. Eck, J. Engel, M. Dinculescu, and S. Nørly · 2019
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Vector Quantized Contrastive Predictive Coding for Template-Based Music Generation
G. Hadjeres and L. Crestel · 2020
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Anticipation-rnn: Enforcing unary constraints in sequence generation, with application to interactive music generation
G. Hadjeres and F. Nielsen · 2020
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Stabilizing transformers for reinforcement learning
E. Parisotto, F. Song, J. Rae, R. Pascanu, C. Gulcehre, S. Jayakumar, M. Jaderberg, R. L. Kaufman, A. Clark, S. Noury, et al · 2020
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On layer normalization in the transformer architecture
R. Xiong, Y. Yang, D. He, K. Zheng, S. Zheng, C. Xing, H. Zhang, Y. Lan, L. Wang, and T. Liu · 2020
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Compound word transformer: Learning to compose full-song music over dynamic directed hypergraphs
W.-Y. Hsiao, J.-Y. Liu, Y.-C. Yeh, and Y.-H. Yang · 2021
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