3 papers
stat.ME2026
RobustiPy: An efficient next generation multiversal library with model selection, averaging, resampling, and explainable artificial intelligence
Daniel Valdenegro, Jiani Yan, Duiyi Dai +1
Scientific inference is often undermined by the vast but rarely explored "multiverse" of defensible modelling choices, which can generate results as variable as the phenomena under…
stat.ME2025
Machine-Learning-Assisted Comparison of Regression Functions
Jian Yan, Zhuoxi Li, Yang Ning +1
We revisit the classical problem of comparing regression functions, a fundamental question in statistical inference with broad relevance to modern applications such as data integra…
cs.LG2025
On the Unknowable Limits to Prediction
Jiani Yan, Charles Rahal
We propose a rigorous decomposition of predictive error, highlighting that not all 'irreducible' error is genuinely immutable. Many domains stand to benefit from iterative enhancem…