Search Results for author: Hongpeng Guo

Found 3 papers, 1 papers with code

FedCore: Straggler-Free Federated Learning with Distributed Coresets

1 code implementation31 Jan 2024 Hongpeng Guo, Haotian Gu, Xiaoyang Wang, Bo Chen, Eun Kyung Lee, Tamar Eilam, Deming Chen, Klara Nahrstedt

Federated learning (FL) is a machine learning paradigm that allows multiple clients to collaboratively train a shared model while keeping their data on-premise.

Federated Learning

CrossRoI: Cross-camera Region of Interest Optimization for Efficient Real Time Video Analytics at Scale

no code implementations13 May 2021 Hongpeng Guo, Shuochao Yao, Zhe Yang, Qian Zhou, Klara Nahrstedt

Video cameras are pervasively deployed in city scale for public good or community safety (i. e. traffic monitoring or suspected person tracking).

DeepRT: A Soft Real Time Scheduler for Computer Vision Applications on the Edge

no code implementations5 May 2021 Zhe Yang, Klara Nahrstedt, Hongpeng Guo, Qian Zhou

Based on this analysis, we propose a GPU scheduler, DeepRT, which provides latency guarantee to the requests while maintaining high overall system throughput.

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