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Music Modeling

9 papers with code ยท Music

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Bivariate Beta LSTM

25 May 2019

Long Short-Term Memory (LSTM) infers the long term dependency through a cell state maintained by the input and the forget gate structures, which models a gate output as a value in [0, 1] through a sigmoid function.

DENSITY ESTIMATION IMAGE CLASSIFICATION MUSIC MODELING SENTENCE CLASSIFICATION

Enabling Factorized Piano Music Modeling and Generation with the MAESTRO Dataset

ICLR 2019

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

Tensor Variable Elimination for Plated Factor Graphs

8 Feb 2019

To exploit efficient tensor algebra in graphs with plates of variables, we generalize undirected factor graphs to plated factor graphs and variable elimination to a tensor variable elimination algorithm that operates directly on plated factor graphs.

MUSIC MODELING PROBABILISTIC PROGRAMMING SENTIMENT ANALYSIS

Preventing Gradient Explosions in Gated Recurrent Units

NeurIPS 2017

This problem is caused by an abrupt change in the dynamics of the GRU due to a small variation in the parameters.

LANGUAGE MODELLING MUSIC MODELING TIME SERIES

Recurrent Ladder Networks

NeurIPS 2017

We propose a recurrent extension of the Ladder networks whose structure is motivated by the inference required in hierarchical latent variable models.

MUSIC MODELING

Learning a Predictive Model for Music Using PULSE

26 Sep 2017

I further discuss the free parameters of the learning algorithm and analyze the feature composition of the learned models.

FEATURE SELECTION MUSIC MODELING

Recurrent Ladder Networks

NeurIPS 2017

We propose a recurrent extension of the Ladder networks whose structure is motivated by the inference required in hierarchical latent variable models.

MUSIC MODELING

Sequential Neural Models with Stochastic Layers

NeurIPS 2016

How can we efficiently propagate uncertainty in a latent state representation with recurrent neural networks?

MUSIC MODELING