SOTAVerified

Music Modeling

( Image credit: R-Transformer )

Papers

Showing 125 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
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence ModelingCode1
Rethinking Neural Operations for Diverse TasksCode1
Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano CompositionsCode1
Music TransformerCode1
Learning Style-Aware Symbolic Music Representations by Adversarial AutoencodersCode1
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence ModelingCode1
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO DatasetCode1
10,000+ Times Accelerated Robust Subset Selection (ARSS)0
Learning a Predictive Model for Music Using PULSE0
Metagross: Meta Gated Recursive Controller Units for Sequence Modeling0
MuPT: A Generative Symbolic Music Pretrained Transformer0
MuSLCAT: Multi-Scale Multi-Level Convolutional Attention Transformer for Discriminative Music Modeling on Raw Waveforms0
Preventing Gradient Explosions in Gated Recurrent Units0
Recurrent Ladder Networks0
Recurrently Controlling a Recurrent Network with Recurrent Networks Controlled by More Recurrent Networks0
SLEEPING-DISCO 9M: A large-scale pre-training dataset for generative music modeling0
Tensor Variable Elimination for Plated Factor Graphs0
Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and TranscriptionCode0
Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence ModellingCode0
Deep Learning for MusicCode0
Bivariate Beta-LSTMCode0
PopMAG: Pop Music Accompaniment GenerationCode0
Counterpoint by ConvolutionCode0
Show:102550
← PrevPage 1 of 2Next →

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