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stat.ME2026
Statistical attribute alignment for black-box generative AI via output post-processing
Kevin Jiang, Morgane Austern, Edgar Dobriban +1
Generative AI systems are increasingly used, but aligning their outputs with user requirements poses a continuing challenge. Here, we aim to ensure that the distribution of an attr…
stat.ME2025
Sharp Trade-Offs in High-Dimensional Inference via 2-Level SLOPE
Zhiqi Bu, Jason M. Klusowski, Cynthia Rush +1
Among techniques for high-dimensional linear regression, Sorted L-One Penalized Estimation (SLOPE) generalizes the LASSO via an adaptive regularization that applies heavier p…