Density Estimation

The goal of Density Estimation is to give an accurate description of the underlying probabilistic density distribution of an observable data set with unknown density.

Source: Contrastive Predictive Coding Based Feature for Automatic Speaker Verification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 1394 papers

Title	Date	Tasks	Status	Hype
Fast Inference and Update of Probabilistic Density Estimation on Trajectory Prediction	Aug 17, 2023	Autonomous VehiclesDensity Estimation	CodeCode Available	1
Feature Likelihood Divergence: Evaluating the Generalization of Generative Models Using Samples	Feb 9, 2023	Density EstimationDiversity	CodeCode Available	1
DEAP Cache: Deep Eviction Admission and Prefetching for Cache	Sep 19, 2020	BIG-bench Machine LearningDensity Estimation	CodeCode Available	1
Flows for simultaneous manifold learning and density estimation	Mar 31, 2020	DenoisingDensity Estimation	CodeCode Available	1
From Variational to Deterministic Autoencoders	Mar 29, 2019	DecoderDensity Estimation	CodeCode Available	1
Diagnosing and Fixing Manifold Overfitting in Deep Generative Models	Apr 14, 2022	Density EstimationDimensionality Reduction	CodeCode Available	1
Backpropagation through Combinatorial Algorithms: Identity with Projection Works	May 30, 2022	Density EstimationGraph Matching	CodeCode Available	1
Gaussian Plane-Wave Neural Operator for Electron Density Estimation	Feb 5, 2024	Density Estimation	CodeCode Available	1
Neural Flows: Efficient Alternative to Neural ODEs	Oct 25, 2021	Computational EfficiencyDensity Estimation	CodeCode Available	1
GraphAF: a Flow-based Autoregressive Model for Molecular Graph Generation	Jan 26, 2020	Density EstimationDrug Discovery	CodeCode Available	1
Graphical Normalizing Flows	Jun 3, 2020	Density Estimation	CodeCode Available	1
Graph Mixture Density Networks	Dec 5, 2020	Density EstimationGraph Representation Learning	CodeCode Available	1
Hierarchical Autoregressive Modeling for Neural Video Compression	Oct 19, 2020	Density EstimationVideo Compression	CodeCode Available	1
Hierarchical Infinite Relational Model	Aug 16, 2021	AttributeDensity Estimation	CodeCode Available	1
HOG, LBP and SVM based Traffic Density Estimation at Intersection	May 4, 2020	Density EstimationManagement	CodeCode Available	1
How to train your neural ODE: the world of Jacobian and kinetic regularization	Feb 7, 2020	Density EstimationImage Generation	CodeCode Available	1
Importance Weighted Autoencoders	Sep 1, 2015	Density Estimation	CodeCode Available	1
Improved Exploring Starts by Kernel Density Estimation-Based State-Space Coverage Acceleration in Reinforcement Learning	May 19, 2021	Density EstimationReinforcement Learning (RL)	CodeCode Available	1
InFlow: Robust outlier detection utilizing Normalizing Flows	Jun 10, 2021	Density EstimationOutlier Detection	CodeCode Available	1
Information Theory Measures via Multidimensional Gaussianization	Oct 8, 2020	Density Estimation	CodeCode Available	1
Invertible Monotone Operators for Normalizing Flows	Oct 15, 2022	Density Estimation	CodeCode Available	1
Invertible Residual Networks	Nov 2, 2018	Density EstimationGeneral Classification	CodeCode Available	1
KDEformer: Accelerating Transformers via Kernel Density Estimation	Feb 5, 2023	Density EstimationImage Generation	CodeCode Available	1
Kernel Methods and their derivatives: Concept and perspectives for the Earth system sciences	Jul 29, 2020	Density EstimationGaussian Processes	CodeCode Available	1
Variational Diffusion Models	Jul 1, 2021	Density EstimationImage Generation	CodeCode Available	1

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All datasets CIFAR-10 MNIST UCI POWER BSDS300 ImageNet 32x32 UCI GAS UCI HEPMASS UCI MINIBOONE OMNIGLOT Caltech-101 Freyfaces CelebA-HQ 256x256

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood (nats)	3,049	—	Unverified
2	DDPM	NLL (bits/dim)	3.69	—	Unverified
3	MRCNF	NLL (bits/dim)	3.54	—	Unverified
4	FFJORD	NLL (bits/dim)	3.4	—	Unverified
5	RNODE	NLL (bits/dim)	3.38	—	Unverified
6	Pixel CNN	NLL (bits/dim)	3.03	—	Unverified
7	score SDE	NLL (bits/dim)	2.99	—	Unverified
8	Flow matching	NLL (bits/dim)	2.99	—	Unverified
9	Pixel CNN ++	NLL (bits/dim)	2.92	—	Unverified
10	Image Transformer	NLL (bits/dim)	2.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DVP-VAE	NLL	77.1	—	Unverified
2	PaddingFlow	MMD-L2	11	—	Unverified
3	FFJORD	NLL (bits/dim)	0.99	—	Unverified
4	RNODE	NLL (bits/dim)	0.97	—	Unverified
5	Identity	NLL (bits/dim)	0.13	—	Unverified
6	MADE MoG	Log-likelihood (nats)	-1,038.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	nMDMA	Log-likelihood	1.78	—	Unverified
2	DDE	Log-likelihood	0.97	—	Unverified
3	B-NAF	Log-likelihood	0.61	—	Unverified
4	FFJORD	Log-likelihood	0.46	—	Unverified
5	MADE MoG	Log-likelihood	0.4	—	Unverified
6	PaddingFlow	CD	0.14	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TAN	Log-likelihood	159.8	—	Unverified
2	FFJORD	Log-likelihood	157.4	—	Unverified
3	B-NAF	Log-likelihood	157.36	—	Unverified
4	MADE MoG	Log-likelihood	153.71	—	Unverified
5	PaddingFlow	CD	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Glow	NLL (bits/dim)	4.09	—	Unverified
2	Image Transformer	NLL (bits/dim)	3.77	—	Unverified
3	VDM	NLL (bits/dim)	3.72	—	Unverified
4	i-DODE	NLL (bits/dim)	3.69	—	Unverified
5	MuLAN	NLL (bits/dim)	3.67	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	B-NAF	Log-likelihood	12.06	—	Unverified
2	DDE	Log-likelihood	9.73	—	Unverified
3	FFJORD	Log-likelihood	8.59	—	Unverified
4	MADE MoG	Log-likelihood	8.47	—	Unverified
5	PaddingFlow	CD	0.89	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	13.8	—	Unverified
2	DDE	Log-likelihood	-11.3	—	Unverified
3	B-NAF	Log-likelihood	-14.71	—	Unverified
4	FFJORD	Log-likelihood	-14.92	—	Unverified
5	MADE MoG	Log-likelihood	-15.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PaddingFlow	CD	24.5	—	Unverified
2	DDE	Log-likelihood	-6.94	—	Unverified
3	B-NAF	Log-likelihood	-8.95	—	Unverified
4	FFJORD	Log-likelihood	-10.43	—	Unverified
5	MADE MoG	Log-likelihood	-12.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	98.33	—	Unverified
2	B-NAF	Negative ELBO	94.83	—	Unverified
3	DVp-VAE	NLL	89.07	—	Unverified
4	PaddingFlow	MMD-L2	20.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	104.03	—	Unverified
2	B-NAF	Negative ELBO	94.91	—	Unverified
3	PaddingFlow	MMD-L2	17.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FFJORD	Negative ELBO	4.39	—	Unverified
2	B-NAF	Negative ELBO	4.33	—	Unverified
3	PaddingFlow	MMD-L2	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	1.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAF	Log-likelihood	5,872	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RNODE	Log-likelihood	3.83	—	Unverified