Showing stat.MLShow all
3 papers · 1 filter
stat.ML2026
Offline Deep Q* Estimation with Diffusion Models
Xiaohong Chen, Yuling Jiao, Lican Kang +2
In offline RL, estimating the optimal action-value function can be formulated as solving the optimal Bellman equation based solely on offline observations. A fundamental chal…
stat.ML2026
Conditional Diffusion for Nonparametric Instrumental Variable Quantile Regression
Xingdong Feng, Xinhong Jiang, Yuling Jiao +2
This work proposes deep nonparametric Instrumental variable quantile regression (IVQR), a two-stage estimator that combines conditional diffusion modeling with a kernel-smoothed co…
stat.ML2026
Deep Bootstrap
Jinyuan Chang, Yuling Jiao, Lican Kang +1
In this work, we propose a novel deep bootstrap framework for nonparametric regression based on conditional diffusion models. Specifically, we construct a conditional diffusion mod…