Patch-level Routing in Mixture-of-Experts is Provably Sample-efficient for Convolutional Neural Networks

Mohammed Nowaz Rabbani Chowdhury, Shuai Zhang 0015, Meng Wang 0003, Sijia Liu 0001, Pin-Yu Chen. Patch-level Routing in Mixture-of-Experts is Provably Sample-efficient for Convolutional Neural Networks. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 6074-6114, PMLR, 2023. [doi]

Authors

Mohammed Nowaz Rabbani Chowdhury

This author has not been identified. Look up 'Mohammed Nowaz Rabbani Chowdhury' in Google

Shuai Zhang 0015

This author has not been identified. Look up 'Shuai Zhang 0015' in Google

Meng Wang 0003

This author has not been identified. Look up 'Meng Wang 0003' in Google

Sijia Liu 0001

This author has not been identified. Look up 'Sijia Liu 0001' in Google

Pin-Yu Chen

This author has not been identified. Look up 'Pin-Yu Chen' in Google