2026
Near-optimal and Efficient First-Order Algorithm for Multi-Task Learning with Shared Linear Representation
ICML 2026poster
Multi-task learning (MTL) has emerged as a pivotal paradigm in machine learning by leveraging shared structures across multiple related tasks. Despite its empirical success, the development of likelihood-based efficiently solvable algorithms—even for shared linear representations—remains largely und…