SOTAVerified

Music Modeling

( Image credit: R-Transformer )

Papers

Showing 1–10 of 34 papers

TitleStatusHype
Music TransformerCode1
Rethinking Neural Operations for Diverse TasksCode1
A Domain-Knowledge-Inspired Music Embedding Space and a Novel Attention Mechanism for Symbolic Music ModelingCode1
Learning Style-Aware Symbolic Music Representations by Adversarial AutoencodersCode1
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence ModelingCode1
Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano CompositionsCode1
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence ModelingCode1
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO DatasetCode1
Frechet Music Distance: A Metric For Generative Symbolic Music EvaluationCode1
Diagonal RNNs in Symbolic Music ModelingCode0
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Benchmark Results

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