Why do We Need Large Batchsizes in Contrastive Learning? A Gradient-Bias Perspective

Changyou Chen, Jianyi Zhang, Yi Xu, Liqun Chen, Jiali Duan, Yiran Chen 0001, Son Tran, Belinda Zeng, Trishul Chilimbi. Why do We Need Large Batchsizes in Contrastive Learning? A Gradient-Bias Perspective. In Sanmi Koyejo, S. Mohamed, A. Agarwal, Danielle Belgrave, K. Cho, A. Oh, editors, Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans, LA, USA, November 28 - December 9, 2022. 2022. [doi]

Abstract

Abstract is missing.