Yian Huang

Robust and Adaptive Spectral Method for Representation Multi-Task Learning with Contamination

2025 · arXiv (Cornell University)

Representation-based multi-task learning (MTL) improves efficiency by learning a shared structure across tasks, but its practical application is often hindered by contamination, outliers, or adversarial tasks. Most existing methods and theories assume a clean or …