Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change

ACL 2020 Hongfei XuJosef van GenabithDeyi XiongQiuhui Liu

The choice of hyper-parameters affects the performance of neural models. While much previous research (Sutskever et al., 2013; Duchi et al., 2011; Kingma and Ba, 2015) focuses on accelerating convergence and reducing the effects of the learning rate, comparatively few papers concentrate on the effect of batch size... (read more)

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