论文《Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts》
论文地址:https://dl.acm.org/doi/pdf/10.1145/3219819.3220007摘要常用的多任务学习往往对于任务之间的关系比较敏感,论文提出的MMoE将专家混合结构应用到多任务模型中,所有任务共享专家子模型,同时训练门控网络来优化每个任务。Neural-basedmulti-tasklearninghasbeensuccessfullyusedinmanyreal-w