3 papers
stat.ME2026
Generation-Powered Inference for Distribution-Valued Outcomes
Yijiao Zhang, Hongzhe Li
Modern generative models increasingly produce distribution-valued outputs, such as predicted cellular responses to genetic perturbations in single-cell genomics. While these models…
stat.ME2026
Bias-Aware External-Model-Assisted Inference in High-Dimensional Regression
Hongzhe Zhang, Hanxuan Ye, Hongzhe Li
In high-dimensional semi-supervised linear regression, prediction-powered inference (PPI) corrects an external predictor with a rectifier estimated from the labeled data. In a line…
cs.CL2026
Gradient-Informed Training for Low-Resource Multilingual Speech Translation
Ruiyan Sun, Satoshi Nakamura
In low-resource multilingual speech-to-text translation, uniform architectural sharing across languages frequently introduces representation conflicts that impede convergence. This…