SOTAVerified

Music Modeling

( Image credit: R-Transformer )

Papers

Showing 134 of 34 papers

TitleStatusHype
A Domain-Knowledge-Inspired Music Embedding Space and a Novel Attention Mechanism for Symbolic Music ModelingCode1
Rethinking Neural Operations for Diverse TasksCode1
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence ModelingCode1
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence ModelingCode1
Enabling Factorized Piano Music Modeling and Generation with the MAESTRO DatasetCode1
Frechet Music Distance: A Metric For Generative Symbolic Music EvaluationCode1
Music TransformerCode1
Learning Style-Aware Symbolic Music Representations by Adversarial AutoencodersCode1
Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano CompositionsCode1
Improving Polyphonic Music Models with Feature-Rich EncodingCode0
Low-Rank Constraints for Fast Inference in Structured ModelsCode0
LSTM: A Search Space OdysseyCode0
Modeling Temporal Dependencies in High-Dimensional Sequences: Application to Polyphonic Music Generation and TranscriptionCode0
Bivariate Beta-LSTMCode0
Counterpoint by ConvolutionCode0
PopMAG: Pop Music Accompaniment GenerationCode0
Deep Learning for MusicCode0
Diagonal RNNs in Symbolic Music ModelingCode0
R-Transformer: Recurrent Neural Network Enhanced TransformerCode0
Sequential Neural Models with Stochastic LayersCode0
Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence ModellingCode0
Gates Are Not What You Need in RNNsCode0
Gating Revisited: Deep Multi-layer RNNs That Can Be TrainedCode0
Impact of time and note duration tokenizations on deep learning symbolic music modelingCode0
Tensor Variable Elimination for Plated Factor Graphs0
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
10,000+ Times Accelerated Robust Subset Selection (ARSS)0
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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