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stat.ME2024
Distribution-Free Predictive Inference under Unknown Temporal Drift
Elise Han, Chengpiao Huang, Kaizheng Wang
Distribution-free prediction sets play a pivotal role in uncertainty quantification for complex statistical models. Their validity hinges on reliable calibration data, which may no…
cs.LG2024★ 1 cited
Model Assessment and Selection under Temporal Distribution Shift
Elise Han, Chengpiao Huang, Kaizheng Wang
We investigate model assessment and selection in a changing environment, by synthesizing datasets from both the current time period and historical epochs. To tackle unknown and pot…