Spotlight

Thu 13:20

Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning
Zhenheng Tang · Yonggang Zhang · Shaohuai Shi · Xin He · Bo Han · Xiaowen Chu

Poster

Thu 15:00

Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning
Zhenheng Tang · Yonggang Zhang · Shaohuai Shi · Xin He · Bo Han · Xiaowen Chu

Spotlight

Wed 14:40

TSPipe: Learn from Teacher Faster with Pipelines
Hwijoon Lim · Yechan Kim · Sukmin Yun · Jinwoo Shin · Dongsu Han

Spotlight

Thu 12:55

ASAP.SGD: Instance-based Adaptiveness to Staleness in Asynchronous SGD
Karl Bäckström · Marina Papatriantafilou · Philippas Tsigas

Spotlight

Wed 10:20

DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training
Rong Dai · Li Shen · Fengxiang He · Xinmei Tian · Dacheng Tao

Poster

Wed 15:30

TSPipe: Learn from Teacher Faster with Pipelines
Hwijoon Lim · Yechan Kim · Sukmin Yun · Jinwoo Shin · Dongsu Han

Spotlight

Thu 12:55

Communication-efficient Distributed Learning for Large Batch Optimization
Rui Liu · Barzan Mozafari

Spotlight

Thu 12:45

Resilient and Communication Efficient Learning for Heterogeneous Federated Systems
Zhuangdi Zhu · Junyuan Hong · Steve Drew · Jiayu Zhou

Spotlight

Wed 10:15

DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning
Robert Hönig · Yiren Zhao · Robert Mullins

Spotlight

Tue 7:45

A Difference Standardization Method for Mutual Transfer Learning
Haoqing Xu · Meng Wang · Beilun Wang

Poster

Thu 15:00

ASAP.SGD: Instance-based Adaptiveness to Staleness in Asynchronous SGD
Karl Bäckström · Marina Papatriantafilou · Philippas Tsigas

Poster

Thu 15:00

Communication-efficient Distributed Learning for Large Batch Optimization
Rui Liu · Barzan Mozafari