Soteria: Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective

Jingwei Sun, Ang Li, Binghui Wang, +3

Artificial IntelligencePrivacy ProtectionEngineeringMachine LearningPrivacy-preserving Techniques +16

Hermes

Ang Li, Jingwei Sun, Pengcheng Li, +3

Cluster ComputingEngineeringMachine LearningDistributed AlgorithmsMobile Devices +14

PhysGAN: Generating Physical-World-Resilient Adversarial Examples for Autonomous Driving

Zelun Kong, Junfeng Guo, Ang Li, +1

Artificial IntelligenceEngineeringMachine LearningAi SafetyData Science +14

FedMask

Ang Li, Jingwei Sun, Xiao Zeng, +3

Artificial IntelligenceDeep Neural NetworksDecentralized Machine LearningMachine LearningData Science +8

Towards Unified Data and Lifecycle Management for Deep Learning

Hui Miao, Ang Li, Larry S. Davis, +1

Lifecycle ManagementLlm Fine-tuningEngineeringMachine LearningMachine Learning Tool +14

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

Ang Li, Jingwei Sun, Binghui Wang, +4

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningCommunication-efficient Federated LearningFederated Structure +19

HideMe: Privacy-Preserving Photo Sharing on Social Networks

Fenghua Li, Zhe Sun, Ang Li, +3

NISP: Pruning Networks using Neuron Importance Score Propagation

Ruichi Yu, Ang Li, Chun-Fu Chen, +6

arXiv (Cornell University)

Pruned NetworkConvolutional Neural NetworkEngineeringMachine LearningData Science +12

GraphFL: A Federated Learning Framework for Semi-Supervised Node Classification on Graphs

Binghui Wang, Ang Li, Meng Pang, +2

2022 IEEE International Conference on Data Mining (ICDM)

Semi-supervised Node ClassificationGraph Representation LearningMachine LearningEngineeringFederated Structure +18

TIPRDC: Task-Independent Privacy-Respecting Data Crowdsourcing Framework for Deep Learning with Anonymized Intermediate Representations

Ang Li, Yixiao Duan, Huanrui Yang, +2

Artificial IntelligenceAdversary ClassifierAnonymized Intermediate RepresentationsPrivate AttributesMachine Learning +13