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Music Modeling

13 papers with code · Music

( Image credit: R-Transformer )

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Learning Style-Aware Symbolic Music Representations by Adversarial Autoencoders

15 Jan 2020Andrea-V/MusAE

Through the paper, we show how Gaussian mixtures taking into account music metadata information can be used as an effective prior for the autoencoder latent space, introducing the first Music Adversarial Autoencoder (MusAE).

MUSIC MODELING

10
15 Jan 2020

Improving Polyphonic Music Models with Feature-Rich Encoding

26 Nov 2019omarperacha/TonicNet

We show that training a neural network to predict a seemingly more complex sequence, with extra features included in the series being modeled, can improve overall model performance significantly.

MUSIC GENERATION MUSIC MODELING

12
26 Nov 2019

Gating Revisited: Deep Multi-layer RNNs That Can Be Trained

ICLR 2020 0zgur0/STAR_Network

We propose a new stackable recurrent cell (STAR) for recurrent neural networks (RNNs) that has significantly less parameters than widely used LSTM and GRU while being more robust against vanishing or exploding gradients.

#2 best model for Sequential Image Classification on Sequential MNIST (Unpermuted Accuracy metric)

ACTION RECOGNITION IN VIDEOS LANGUAGE MODELLING MUSIC MODELING SEQUENTIAL IMAGE CLASSIFICATION

8
25 Nov 2019

Enabling Factorized Piano Music Modeling and Generation with the MAESTRO Dataset

ICLR 2019 BShakhovsky/PolyphonicPianoTranscription

Generating musical audio directly with neural networks is notoriously difficult because it requires coherently modeling structure at many different timescales.

MUSIC MODELING PIANO MUSIC MODELING

33
29 Oct 2018

Music Transformer

ICLR 2019 scpark20/Music-GPT-2

This is impractical for long sequences such as musical compositions since their memory complexity for intermediate relative information is quadratic in the sequence length.

MUSIC MODELING

30
12 Sep 2018

Generative timbre spaces: regularizing variational auto-encoders with perceptual metrics

Conference 2018 acids-ircam/variational-timbre

Based on this, we introduce a method for descriptor-based synthesis and show that we can control the descriptors of an instrument while keeping its timbre structure.

AUDIO CLASSIFICATION AUDIO GENERATION MUSIC INFORMATION RETRIEVAL MUSIC MODELING

25
22 May 2018

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

4 Mar 2018locuslab/TCN

Our results indicate that a simple convolutional architecture outperforms canonical recurrent networks such as LSTMs across a diverse range of tasks and datasets, while demonstrating longer effective memory.

LANGUAGE MODELLING MACHINE TRANSLATION MUSIC MODELING SEQUENTIAL IMAGE CLASSIFICATION

2,256
04 Mar 2018

Diagonal RNNs in Symbolic Music Modeling

18 Apr 2017ycemsubakan/diagonal_rnns

In this paper, we propose a new Recurrent Neural Network (RNN) architecture.

MUSIC MODELING

17
18 Apr 2017

Deep Learning for Music

15 Jun 2016sarthak15169/Deep-Music

Our goal is to be able to build a generative model from a deep neural network architecture to try to create music that has both harmony and melody and is passable as music composed by humans.

DENSITY ESTIMATION MUSIC GENERATION MUSIC MODELING TIME SERIES

1
15 Jun 2016