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 526–550 of 1394 papers

Title	Date	Tasks	Status
Improving Heterogeneous Model Reuse by Density Estimation	May 23, 2023	Density Estimationmodel	CodeCode Available
A Model Stealing Attack Against Multi-Exit Networks	May 23, 2023	Computational EfficiencyDensity Estimation	—Unverified
Complexity measure, kernel density estimation, bandwidth selection, and the efficient market hypothesis	May 22, 2023	Density Estimation	—Unverified
Evidence Networks: simple losses for fast, amortized, neural Bayesian model comparison	May 18, 2023	Density Estimation	CodeCode Available
Bounded KRnet and its applications to density estimation and approximation	May 15, 2023	Density Estimation	—Unverified
Grenander-type Density Estimation under Myerson Regularity	May 15, 2023	Density Estimation	—Unverified
MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers	May 12, 2023	DecoderDensity Estimation	—Unverified
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching	May 9, 2023	Density EstimationDomain Adaptation	—Unverified
Unlocking the Power of Representations in Long-term Novelty-based Exploration	May 2, 2023	Atari GamesClustering	—Unverified
Deep Learning assisted microwave-plasma interaction based technique for plasma density estimation	Apr 28, 2023	Density EstimationSSIM	—Unverified
Positive definite nonparametric regression using an evolutionary algorithm with application to covariance function estimation	Apr 25, 2023	Density Estimationregression	CodeCode Available
Persistently Trained, Diffusion-assisted Energy-based Models	Apr 21, 2023	Density EstimationImage Generation	CodeCode Available
Probabilistic Forecast-based Portfolio Optimization of Electricity Demand at Low Aggregation Levels	Apr 18, 2023	Computational EfficiencyDensity Estimation	—Unverified
Finite-Sample Bounds for Adaptive Inverse Reinforcement Learning using Passive Langevin Dynamics	Apr 18, 2023	Density Estimationreinforcement-learning	—Unverified
Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection	Apr 14, 2023	Anomaly DetectionDensity Estimation	—Unverified
Copula-Based Density Estimation Models for Multivariate Zero-Inflated Continuous Data	Apr 2, 2023	Density Estimationparameter estimation	—Unverified
Thread Counting in Plain Weave for Old Paintings Using Semi-Supervised Regression Deep Learning Models	Mar 28, 2023	Density Estimationregression	CodeCode Available
Clean-NeRF: Reformulating NeRF to account for View-Dependent Observations	Mar 26, 2023	3D ReconstructionDensity Estimation	—Unverified
Kernel Density Bayesian Inverse Reinforcement Learning	Mar 13, 2023	BIRLDensity Estimation	CodeCode Available
Ultra-High-Resolution Detector Simulation with Intra-Event Aware GAN and Self-Supervised Relational Reasoning	Mar 7, 2023	Conditional Image GenerationDensity Estimation	CodeCode Available
Progressive Bayesian Particle Flows based on Optimal Transport Map Sequences	Mar 4, 2023	Density Estimation	—Unverified
A System of ODEs for Representing Trends of CGM Signals	Feb 27, 2023	Density Estimation	—Unverified
Mixtures of All Trees	Feb 27, 2023	AllDensity Estimation	CodeCode Available
Comparative Study of Coupling and Autoregressive Flows through Robust Statistical Tests	Feb 23, 2023	Density EstimationGPU	CodeCode Available
Private Statistical Estimation of Many Quantiles	Feb 14, 2023	Density Estimation	—Unverified

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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