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cs.LG2026
PairAudit: Guiding Human Review with Graph Tokens under Distribution Shift
Jiran Tao, Binyan Jiang
Intrusion detectors can confidently misclassify attacks that were not seen during training. Human review can correct these errors, but only a limited number of cases can be checked…
cs.LG2026
Do Tabular Foundation Models Still Need Feature Engineering?
Yifan WU, Pinjun Dong, Jiran Tao +1
Feature engineering has long been a cornerstone of tabular machine learning. Tabular foundation models (TFMs) are pretrained on a wide range of tabular datasets and applied via in-…