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 226–250 of 1394 papers

Title	Date	Tasks	Status
Squared families: Searching beyond regular probability models	Mar 27, 2025	Density Estimationparameter estimation	—Unverified
Debiasing Kernel-Based Generative Models	Mar 26, 2025	Density Estimation	—Unverified
Food Recommendation With Balancing Comfort and Curiosity	Mar 24, 2025	Density EstimationFood recommendation	—Unverified
A New Stochastic Approximation Method for Gradient-based Simulated Parameter Estimation	Mar 24, 2025	Density Estimationparameter estimation	—Unverified
Probabilistic Net Load Forecasting for High-Penetration RES Grids Utilizing Enhanced Conditional Diffusion Model	Mar 22, 2025	Density EstimationImputation	—Unverified
Neural Network Approach to Stochastic Dynamics for Smooth Multimodal Density Estimation	Mar 22, 2025	Density Estimation	—Unverified
Explainable Graph-theoretical Machine Learning: with Application to Alzheimer's Disease Prediction	Mar 20, 2025	Density EstimationDisease Prediction	—Unverified
Nonlinear Bayesian Update via Ensemble Kernel Regression with Clustering and Subsampling	Mar 19, 2025	ClusteringDensity Estimation	—Unverified
Hierarchical clustering with maximum density paths and mixture models	Mar 19, 2025	ClusteringDensity Estimation	CodeCode Available
Enhanced ECG Arrhythmia Detection Accuracy by Optimizing Divergence-Based Data Fusion	Mar 19, 2025	Arrhythmia DetectionBinary Classification	—Unverified
Counterfactual experience augmented off-policy reinforcement learning	Mar 18, 2025	counterfactualCounterfactual Inference	CodeCode Available
Decentralized Continuification Control of Multi-Agent Systems via Distributed Density Estimation	Mar 18, 2025	Density Estimation	—Unverified
Flows on convex polytopes	Mar 13, 2025	Density Estimation	CodeCode Available
On the contraction properties of Sinkhorn semigroups	Mar 12, 2025	Density Estimation	—Unverified
Scaling Probabilistic Circuits via Data Partitioning	Mar 11, 2025	Density EstimationFederated Learning	CodeCode Available
Dynamic DBSCAN with Euler Tour Sequences	Mar 11, 2025	ClusteringDensity Estimation	—Unverified
Learning Energy-Based Models by Self-normalising the Likelihood	Mar 10, 2025	Density Estimation	—Unverified
Diffusion Model Based Probabilistic Day-ahead Load Forecasting	Mar 9, 2025	DenoisingDensity Estimation	—Unverified
Exploring the usage of Probabilistic Neural Networks for Ionospheric electron density estimation	Mar 8, 2025	Density Estimation	—Unverified
RANGE: Retrieval Augmented Neural Fields for Multi-Resolution Geo-Embeddings	Feb 27, 2025	Density EstimationRetrieval	—Unverified
Mixture models for data with unknown distributions	Feb 26, 2025	Density Estimation	—Unverified
A Fokker-Planck-Based Loss Function that Bridges Dynamics with Density Estimation	Feb 24, 2025	DenoisingDensity Estimation	—Unverified
Flow-based Bayesian filtering for high-dimensional nonlinear stochastic dynamical systems	Feb 22, 2025	Density Estimation	—Unverified
Mixup Regularization: A Probabilistic Perspective	Feb 19, 2025	Density Estimation	—Unverified
Flow-based generative models as iterative algorithms in probability space	Feb 19, 2025	Anomaly DetectionDensity 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