Search Results for author: Lin Duan

Found 4 papers, 2 papers with code

PrivaScissors: Enhance the Privacy of Collaborative Inference through the Lens of Mutual Information

no code implementations17 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.

Collaborative Inference

BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization

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.

Neural Architecture Search Quantization

LotteryFL: Personalized and Communication-Efficient Federated Learning with Lottery Ticket Hypothesis on Non-IID Datasets

1 code implementation7 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.

Federated Learning

Exploration of object recognition from 3D point cloud

no code implementations5 Jul 2017 Lin Duan

We present our latest experiment results of object recognition from 3D point cloud data collected through moving car.

Object Object Recognition

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