no code implementations • 17 May 2023 • Lin Duan, Jingwei Sun, Yiran Chen, Maria Gorlatova
Edge-cloud collaborative inference empowers resource-limited IoT devices to support deep learning applications without disclosing their raw data to the cloud server, thus preserving privacy.
1 code implementation • ICLR 2021 • Huanrui Yang, Lin Duan, Yiran Chen, Hai Li
Mixed-precision quantization can potentially achieve the optimal tradeoff between performance and compression rate of deep neural networks, and thus, have been widely investigated.
1 code implementation • 7 Aug 2020 • Ang Li, Jingwei Sun, Binghui Wang, Lin Duan, Sicheng Li, Yiran Chen, Hai Li
Rather than learning a shared global model in classic federated learning, each client learns a personalized model via LotteryFL; the communication cost can be significantly reduced due to the compact size of lottery networks.
no code implementations • 5 Jul 2017 • Lin Duan
We present our latest experiment results of object recognition from 3D point cloud data collected through moving car.