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Symphony Generation with Permutation Invariant Language Model. (arXiv:2205.05448v1 [cs.SD])
Web: http://arxiv.org/abs/2205.05448
May 12, 2022, 1:11 a.m. | Jiafeng Liu, Yuanliang Dong, Zehua Cheng, Xinran Zhang, Xiaobing Li, Feng Yu, Maosong Sun
cs.LG updates on arXiv.org arxiv.org
In this work, we present a symbolic symphony music generation solution,
SymphonyNet, based on a permutation invariant language model. To bridge the gap
between text generation and symphony generation task, we propose a novel
Multi-track Multi-instrument Repeatable (MMR) representation with particular
3-D positional embedding and a modified Byte Pair Encoding algorithm (Music
BPE) for music tokens. A novel linear transformer decoder architecture is
introduced as a backbone for modeling extra-long sequences of symphony tokens.
Meanwhile, we train the decoder to …
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