PSEO: Optimizing Post-Hoc Stacking Ensemble Through Hyperparameter Tuning

AAAI Conference on Artificial Intelligence (AAAI), 2026. Oral.

Beicheng Xu, Wei Liu, Keyao Ding, Yupeng Lu, Bin Cui

Overview

PSEO optimizes post-hoc stacking ensembles by selecting base models and tuning ensemble hyperparameters. It balances model diversity and predictive performance, then searches over multi-layer stacking strategies to adapt the ensemble to each task.

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