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stat.ME2026
Conditional Distribution Estimation Given Functional Covariates Using Deep Operator Networks
Bingqing Hu, Ran Zou, Bin Nan
Functional linear models are commonly used for analyzing functional data with scalar responses, particularly for modeling the conditional mean of the response given functional cova…
stat.ML2026
Conformalized Percentile Interval: Finite Sample Validity and Improved Conditional Performance
Ran Zou, Wanrong Zhu, Bin Nan
Conformal prediction provides distribution-free predictive intervals with finite-sample marginal coverage. However, achieving conditional validity and interval efficiency (in terms…