Radio Frequency Fingerprinting on the Edge

Tong Jian, Yifan Gong, Zheng Zhan, +7

IEEE Transactions on Mobile Computing

EngineeringMachine LearningRadio FrequencyBiometricsRadio Communication +19

Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search

Zheng Zhan, Yifan Gong, Pu Zhao, +9

2021 IEEE/CVF International Conference on Computer Vision (ICCV)

EngineeringMachine LearningSuper-resolution ImagingImage AnalysisData Science +17

MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge

Geng Yuan, Xiaolong Ma, Wei Niu, +13

arXiv (Cornell University)

NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration

Zhengang Li, Geng Yuan, Wei Niu, +13

Heterogeneous ComputingEngineeringMachine LearningComputer ArchitectureMobile Acceleration +23

A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods

Tianyun Zhang, Xiaolong Ma, Zheng Zhan, +4

Artificial IntelligenceConvolutional Neural NetworkDeep Neural NetworksEngineeringMachine Learning +12

A Privacy-Preserving-Oriented DNN Pruning and Mobile Acceleration Framework

Yifan Gong, Zheng Zhan, Zhengang Li, +8

Privacy ProtectionDeep Neural NetworksEngineeringMachine LearningPrivacy-preserving Techniques +13

SparCL: Sparse Continual Learning on the Edge

Zifeng Wang, Zheng Zhan, Yifan Gong, +7

arXiv (Cornell University)

Graph SparsityIncremental LearningEngineeringMachine LearningEducation +16

SS-Auto: A Single-Shot, Automatic Structured Weight Pruning Framework of DNNs with Ultra-High Efficiency

Zhengang Li, Yifan Gong, Xiaolong Ma, +6

arXiv (Cornell University)

Few-shot LearningConvolutional Neural NetworkEngineeringMachine LearningUltra-high Efficiency +14

BLK-REW: A Unified Block-based DNN Pruning Framework using Reweighted Regularization Method

Xiaolong Ma, Zhengang Li, Yifan Gong, +8

arXiv (Cornell University)

Convolutional Neural NetworkEngineeringMachine LearningComputer ArchitectureDynamic Regularization +14

Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks

Yanzhi Wang, Zheng Zhan, Liang Zhao, +6

Proceedings of the AAAI Conference on Artificial Intelligence