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Music Modeling

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 34 papers

Title	Date	Tasks	Status	Hype
PopMAG: Pop Music Accompaniment Generation	Aug 18, 2020	Music Modeling	CodeCode Available	0
Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano Compositions	Feb 1, 2020	Music Modeling	CodeCode Available	1
Learning Style-Aware Symbolic Music Representations by Adversarial Autoencoders	Jan 15, 2020	Music Modeling	CodeCode Available	1
Metagross: Meta Gated Recursive Controller Units for Sequence Modeling	Jan 1, 2020	Code GenerationInductive Bias	—Unverified	0
Improving Polyphonic Music Models with Feature-Rich Encoding	Nov 26, 2019	Music GenerationMusic Modeling	CodeCode Available	0
Gating Revisited: Deep Multi-layer RNNs That Can Be Trained	Nov 25, 2019	Action RecognitionAction Recognition In Videos	CodeCode Available	0
Seq-U-Net: A One-Dimensional Causal U-Net for Efficient Sequence Modelling	Nov 14, 2019	Audio GenerationCausal Language Modeling	CodeCode Available	0
R-Transformer: Recurrent Neural Network Enhanced Transformer	Jul 12, 2019	Language ModellingMusic Modeling	CodeCode Available	0
Bivariate Beta-LSTM	May 25, 2019	Caption GenerationDensity Estimation	CodeCode Available	0
Counterpoint by Convolution	Mar 18, 2019	Music GenerationMusic Modeling	CodeCode Available	0

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All datasets JSB Chorales Nottingham

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GRU	NLL	8.54	—	Unverified
2	Seq-U-Net	NLL	8.17	—	Unverified
3	TCN	NLL	8.15	—	Unverified
4	TCN	NLL	8.1	—	Unverified
5	RNN-RBM	NLL	6.27	—	Unverified
6	RNN-NADE	NLL	5.56	—	Unverified
7	CoCoNet	NLL	2.22	—	Unverified
8	Music Transformer	NLL	0.34	—	Unverified
9	TonicNet	NLL	0.22	—	Unverified
10	TonicNet	NLL	0.21	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNN	NLL	4.05	—	Unverified
2	GRU	NLL	3.46	—	Unverified
3	Transformer	NLL	3.34	—	Unverified
4	LSTM	NLL	3.29	—	Unverified
5	TCN	NLL	3.07	—	Unverified
6	Seq-U-Net	NLL	2.97	—	Unverified
7	TCN	NLL	2.78	—	Unverified
8	R-Transformer	NLL	2.37	—	Unverified