Neural networks : the official journal of the International Neural Network SocietyHumansLearningMachine LearningNeural NetworksComputer
Dual-balancing for multi-task learning.
Baijiong Lin, Weisen Jiang, Feiyang Ye, Yu Zhang, Pengguang Chen, Ying-Cong Chen, Shu Liu, Ivor W Tsang, James T Kwok
Published: 202610.1016/j.neunet.2025.108317
Abstract
Multi-task learning aims to learn multiple related tasks simultaneously and has achieved great success in various fields. However, the disparity in loss and gradient scales among tasks often leads to performance compromises, and the balancing of task…
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