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Spotlight
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Thu 13:20
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Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning
Zhenheng Tang · Yonggang Zhang · Shaohuai Shi · Xin He · Bo Han · Xiaowen Chu
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Poster
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Thu 15:00
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Virtual Homogeneity Learning: Defending against Data Heterogeneity in Federated Learning
Zhenheng Tang · Yonggang Zhang · Shaohuai Shi · Xin He · Bo Han · Xiaowen Chu
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Spotlight
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Wed 14:40
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TSPipe: Learn from Teacher Faster with Pipelines
Hwijoon Lim · Yechan Kim · Sukmin Yun · Jinwoo Shin · Dongsu Han
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Spotlight
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Thu 12:55
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ASAP.SGD: Instance-based Adaptiveness to Staleness in Asynchronous SGD
Karl Bäckström · Marina Papatriantafilou · Philippas Tsigas
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Spotlight
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Wed 10:20
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DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training
Rong Dai · Li Shen · Fengxiang He · Xinmei Tian · Dacheng Tao
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Poster
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Wed 15:30
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TSPipe: Learn from Teacher Faster with Pipelines
Hwijoon Lim · Yechan Kim · Sukmin Yun · Jinwoo Shin · Dongsu Han
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Spotlight
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Thu 12:55
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Communication-efficient Distributed Learning for Large Batch Optimization
Rui Liu · Barzan Mozafari
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Spotlight
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Thu 12:45
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Resilient and Communication Efficient Learning for Heterogeneous Federated Systems
Zhuangdi Zhu · Junyuan Hong · Steve Drew · Jiayu Zhou
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Spotlight
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Wed 10:15
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DAdaQuant: Doubly-adaptive quantization for communication-efficient Federated Learning
Robert Hönig · Yiren Zhao · Robert Mullins
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Spotlight
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Tue 7:45
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A Difference Standardization Method for Mutual Transfer Learning
Haoqing Xu · Meng Wang · Beilun Wang
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Poster
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Thu 15:00
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ASAP.SGD: Instance-based Adaptiveness to Staleness in Asynchronous SGD
Karl Bäckström · Marina Papatriantafilou · Philippas Tsigas
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Poster
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Thu 15:00
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Communication-efficient Distributed Learning for Large Batch Optimization
Rui Liu · Barzan Mozafari
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