2 papers
cs.LG2026
A CDF-First Framework for Free-Form Density Estimation
Chenglong Song, Mazharul Islam, Lin Wang +2
Conditional density estimation (CDE) is a fundamental task in machine learning that aims to model the full conditional law , beyond mere poi…
cs.LG2021
Deconvolutional Density Network: Modeling Free-Form Conditional Distributions
Bing Chen, Mazharul Islam, Jisuo Gao +1
Conditional density estimation (CDE) is the task of estimating the probability of an event conditioned on some inputs. A neural network (NN) can also be used to compute the output…