Conditional validity and length efficiency are two crucial aspects of conformal prediction (CP). Achieving conditional validity ensures accurate uncertainty quantification for data …
In this paper, we focus on the problem of conformal prediction with conditional guarantees. Prior work has shown that it is impossible to construct nontrivial prediction sets with full …
H Cai, H Jin, L Li - arXiv preprint arXiv:2408.01582, 2024 - arxiv.org
Estimating treatment effects from observational data is of central interest across numerous application domains. Individual treatment effect offers the most granular measure of …
B Wang, F Li, M Yu - arXiv preprint arXiv:2401.01977, 2024 - arxiv.org
In the analysis of cluster randomized trials, two typical features are that individuals within a cluster are correlated and that the total number of clusters can sometimes be limited. While …
The increasing availability of online data and advances in computing technologies have accelerated the development and democratized the application of complex statistical models …