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stat.ME2026
Neyman-Pearson Classification with Indecisions: Simultaneous Control of Selective Type I and Type II Errors
Bradley Rava, Bowen Gang
Binary classification often requires controlling both type I and type II error rates at prespecified levels. When the class distributions overlap substantially, the two error limit…
cs.LG2026
Operator learning for the 2D incompressible Navier-Stokes equations: a conformal prediction approach in the data-scarce regime
Weinan Wang, Bowen Gang, Hao Deng
In this paper, we propose a perturbation-based conformal prediction framework for uncertainty quantification in operator learning, with a focus on the 2D Navier--Stokes equations.…