Density Estimation
14개 벤치마크 · 논문 1,624편 · 이 태스크의 논문 보기 →
Benchmarks
CIFAR-10
MNIST
UCI POWER
BSDS300
ImageNet 32x32
UCI GAS
UCI HEPMASS
UCI MINIBOONE
OMNIGLOT
Caltech-101
Freyfaces
CIFAR-10 (Conditional)
CelebA-HQ 256x256
ImageNet 64x64
Most implemented
Denoising Diffusion Probabilistic Models
Density estimation using Real NVP
Importance Weighted Autoencoders
Glow: Generative Flow with Invertible 1x1 Convolutions
Masked Autoregressive Flow for Density Estimation
MADE: Masked Autoencoder for Distribution Estimation
Papers
GLASS: Graph-Language Alignment with Spherical Scoring for Transferable Graph-Level Anomaly Detection
We introduce GLASS, a framework for graph-level anomaly detection (GLAD) that achieves robust cross-domain transferability through graph-language alignment on the unit hypersphere. GLASS builds a unified representation s…
Density EstimationAnomaly DetectionPuTR-CouT: Counting-by-Tracking in Camera-Trap Image Sequences
Species identification in camera trap images has been widely studied, but key ecological modeling tasks such as species abundance or density estimation also require counting individual animals. However, the lack of count…
Density EstimationFaster Learning under Relaxed Local Differential Privacy
We consider density estimation under the relaxed local differential privacy condition that the privatized distributions are $α$-close in total variation distance. We show that adding independent noise with a convenient s…
Density EstimationHigh-dimensional nonparametric changepoint detection via low-rank degree-two density projection
Detecting distributional changes in high dimension is difficult when neither the pre-change nor post-change density is parametrically specified. We introduce a representation-based approach that retains all degree-at-mos…
Density EstimationBand-Count Dense Modal Estimation with Fixed-Frequency Differentiable Resonator Refinement
Task B of the 1st DAFx Parameter Estimation Challenge requires estimating the frequencies, decay rates, gains, and number of modes in a dense plate-reverb impulse response. Weak and overlapping modes make sparse peak det…
Density EstimationCompactly supported radial basis functions as probability density functions
Compactly Supported Radial Basis Functions (CS-RBFs) are a fundamental tool in multivariate approximation theory. However, their use in statistics and probability modeling remains underexplored, having been used mainly t…
Incremental LearningGaussian ProcessesDensity Estimation