SOTAVerified

Music Modeling

( Image credit: R-Transformer )

Papers

Showing 110 of 34 papers

TitleStatusHype
Frechet Music Distance: A Metric For Generative Symbolic Music EvaluationCode1
A Domain-Knowledge-Inspired Music Embedding Space and a Novel Attention Mechanism for Symbolic Music ModelingCode1
Rethinking Neural Operations for Diverse TasksCode1
Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano CompositionsCode1
Learning Style-Aware Symbolic Music Representations by Adversarial AutoencodersCode1
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO DatasetCode1
Music TransformerCode1
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence ModelingCode1
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence ModelingCode1
SLEEPING-DISCO 9M: A large-scale pre-training dataset for generative music modeling0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GRUNLL8.54Unverified
2Seq-U-NetNLL8.17Unverified
3TCNNLL8.15Unverified
4TCNNLL8.1Unverified
5RNN-RBMNLL6.27Unverified
6RNN-NADENLL5.56Unverified
7CoCoNetNLL2.22Unverified
8Music TransformerNLL0.34Unverified
9TonicNetNLL0.22Unverified
10TonicNetNLL0.21Unverified
#ModelMetricClaimedVerifiedStatus
1RNNNLL4.05Unverified
2GRUNLL3.46Unverified
3TransformerNLL3.34Unverified
4LSTMNLL3.29Unverified
5TCNNLL3.07Unverified
6Seq-U-NetNLL2.97Unverified
7TCNNLL2.78Unverified
8R-TransformerNLL2.37Unverified