Infinite-Task Learning with Vector-Valued RKHSs

Preprint English OPEN
Brault, Romain; Lambert, Alex; Szabo, Zoltan; Sangnier, Maxime; d'Alché-Buc, Florence;
  • Publisher: HAL CCSD
  • Subject: [STAT.OT]Statistics [stat]/Other Statistics [stat.ML] | [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
    arxiv: Computer Science::Machine Learning

19 pages, 5 figures, 2 tables. Preprint NIPS 2018; Machine learning has witnessed the tremendous success of solving tasks depending on a hyperparameter. While multi-task learning is celebrated for its capacity to solve jointly a finite number of tasks, learning a contin... View more
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