Papers citing 'Towards Federated Learning at Scale: System Design'

Title
RAI4IoE: Responsible AI for Enabling the Internet of EnergyInternational Conference on Trust, Privacy and Security in Intelligent Systems and Applications (ICPSISA), 2023 Minhui Xue Surya Nepal Ling Liu Subbu Sethuvenkatraman Xingliang Yuan Carsten Rudolph Ruoxi Sun Greg Eisenhauer 243 6 0 20 Sep 2023
User Assignment and Resource Allocation for Hierarchical Federated Learning over Wireless Networks Tinghao Zhang Kwok-Yan Lam Jun Zhao 138 3 0 17 Sep 2023
EdgeFL: A Lightweight Decentralized Federated Learning FrameworkAnnual International Computer Software and Applications Conference (COMPSAC), 2023 Hongyi Zhang Jan Bosch Helena Holmström Olsson FedML 64 5 0 06 Sep 2023
Federated Learning Over Images: Vertical Decompositions and Pre-Trained Backbones Are Difficult to BeatIEEE International Conference on Computer Vision (ICCV), 2023 Erdong Hu Yu-Shuen Tang Anastasios Kyrillidis C. Jermaine FedML 244 13 0 06 Sep 2023
FederatedScope-LLM: A Comprehensive Package for Fine-tuning Large Language Models in Federated LearningKnowledge Discovery and Data Mining (KDD), 2023 Weirui Kuang Bingchen Qian Zitao Li Daoyuan Chen Dawei Gao Xuchen Pan Yuexiang Xie Yaliang Li Bolin Ding Jingren Zhou FedML 272 195 0 01 Sep 2023
FedDD: Toward Communication-efficient Federated Learning with Differential Parameter DropoutIEEE Transactions on Mobile Computing (IEEE TMC), 2023 Zhiying Feng Xu Chen Qiong Wu Wenhua Wu Xiaoxi Zhang Qian Huang FedML 167 4 0 31 Aug 2023
Split Without a Leak: Reducing Privacy Leakage in Split LearningSecurity and Privacy in Communication Networks (SecureComm), 2023 Khoa Nguyen Tanveer Khan A. Michalas FedML 125 12 0 30 Aug 2023
Comverse: A Federative-by-Design Platform for Community Computing Silvery Fu Dylan Reimer Siyuan Dong Yifei Zhu Sylvia Ratnasamy 92 2 0 29 Aug 2023
FedChain: An Efficient and Secure Consensus Protocol based on Proof of Useful Federated Learning for Blockchain Peiran Wang FedML 128 2 0 29 Aug 2023
Adversarial Predictions of Data Distributions Across Federated Internet-of-Things DevicesWorld Forum on Internet of Things (WF-IoT), 2023 Samir Rajani Dario Dematties Nathaniel Hudson Kyle Chard N. Ferrier R. Sankaran P. Beckman FedML 146 0 0 28 Aug 2023
DAG-ACFL: Asynchronous Clustered Federated Learning based on DAG-DLT Xiaofeng Xue Haokun Mao Qiong Li FedML 101 2 0 25 Aug 2023
A Safe Deep Reinforcement Learning Approach for Energy Efficient Federated Learning in Wireless Communication NetworksIEEE Transactions on Green Communications and Networking (IEEE Trans. Green Commun. Netw.), 2023 Nikolaos Koursioumpas Lina Magoula Nikolaos Petropouleas Alexandros-Ioannis Thanopoulos Theodora Panagea Nancy Alonistioti M. A. Gutierrez-Estevez R. Khalili 177 7 0 21 Aug 2023
GradientCoin: A Peer-to-Peer Decentralized Large Language Models Yeqi Gao Zhao Song Junze Yin 157 23 0 21 Aug 2023
FLShield: A Validation Based Federated Learning Framework to Defend Against Poisoning AttacksIEEE Symposium on Security and Privacy (IEEE S&P), 2023 Ehsanul Kabir Zeyu Song Md Rafi Ur Rashid Shagufta Mehnaz 154 22 0 10 Aug 2023
A Comprehensive Empirical Study of Bugs in Open-Source Federated Learning Frameworks Weijie Shao Yuyang Gao Fu Song Sen Chen Lingling Fan JingZhu He FedML 200 0 0 09 Aug 2023
Federated Inference with Reliable Uncertainty Quantification over Wireless Channels via Conformal PredictionIEEE Transactions on Signal Processing (IEEE TSP), 2023 Meiyi Zhu Matteo Zecchin Sangwoo Park Caili Guo Chunyan Feng Osvaldo Simeone FedML 302 12 0 08 Aug 2023
Hybrid Retrieval-Augmented Generation for Real-time Composition AssistanceConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Menglin Xia Xuchao Zhang Camille Couturier Guoqing Zheng Saravan Rajmohan Victor Rühle RALM 132 4 0 08 Aug 2023
FLIPS: Federated Learning using Intelligent Participant SelectionInternational Middleware Conference (Middleware), 2023 R. Bhope K.R. Jayaram N. Venkatasubramanian Ashish Verma Gegi Thomas FedML 226 7 0 07 Aug 2023
FLight: A Lightweight Federated Learning Framework in Edge and Fog ComputingSoftware, Practice & Experience (SPE), 2023 Wu-Yang Zhu M. Goudarzi Rajkumar Buyya FedML 111 13 0 05 Aug 2023
LISA: LIghtweight single-server Secure Aggregation with a public source of randomness Elina van Kempen Qifei Li G. Marson Claudio Soriente 145 5 0 04 Aug 2023
Computation Offloading with Multiple Agents in Edge-Computing-Supported IoT Shihao Shen Yiwen Han Xiaofei Wang Yan Wang OffRL 118 81 0 01 Aug 2023
Differential Privacy for Adaptive Weight Aggregation in Federated Tumor Segmentation Muhammad Irfan Khan E. Alhoniemi Elina Kontio Suleiman A. Khan Mojtaba Jafaritadi FedML 96 1 0 01 Aug 2023
Federated Heavy Hitter Recovery under Linear SketchingInternational Conference on Machine Learning (ICML), 2023 Adria Gascon Peter Kairouz Ziteng Sun A. Suresh FedML 152 1 0 25 Jul 2023
Project Florida: Federated Learning Made Easy Daniel Madrigal Diaz Andre Manoel Jia-Lve Chen Nalin Singal Robert Sim 137 4 0 21 Jul 2023
MAS: Towards Resource-Efficient Federated Multiple-Task LearningIEEE International Conference on Computer Vision (ICCV), 2023 Weiming Zhuang Yonggang Wen Lingjuan Lyu Shuai Zhang FedML 163 21 0 21 Jul 2023
Heterogeneous Federated Learning: State-of-the-art and Research ChallengesACM Computing Surveys (ACM Comput. Surv.), 2023 Mang Ye Xiuwen Fang Bo Du PongChi Yuen Dacheng Tao FedML AAML 399 438 0 20 Jul 2023
Federated Learning for Computationally-Constrained Heterogeneous Devices: A SurveyACM Computing Surveys (ACM Comput. Surv.), 2023 Kilian Pfeiffer Martin Rapp R. Khalili J. Henkel FedML 215 90 0 18 Jul 2023
A Federated learning model for Electric Energy management using Blockchain Technology M. Farooq Azeen Ahmed Hayat 151 1 0 18 Jul 2023
FedDefender: Client-Side Attack-Tolerant Federated LearningKnowledge Discovery and Data Mining (KDD), 2023 Sungwon Park Sungwon Han Fangzhao Wu Sundong Kim Bin Zhu Xing Xie Meeyoung Cha FedML AAML 223 31 0 18 Jul 2023
FedCME: Client Matching and Classifier Exchanging to Handle Data Heterogeneity in Federated LearningInternational Conference on Mobile Ad-hoc and Sensor Networks (MSN), 2023 Junjun Nie Danyang Xiao Lei Yang Weigang Wu FedML 144 0 0 17 Jul 2023
MGit: A Model Versioning and Management SystemInternational Conference on Machine Learning (ICML), 2023 Wei Hao Daniel Mendoza Rafael Ferreira da Silva Deepak Narayanan Amar Phanishayee VLM 121 1 0 14 Jul 2023
Population Expansion for Training Language Models with Private Federated Learning Tatsuki Koga Congzheng Song Martin Pelikan Mona Chitnis FedML 156 2 0 14 Jul 2023
Incentive Allocation in Vertical Federated Learning Based on Bankruptcy Problem Afsana Khan M. T. Thij F. Thuijsman A. Wilbik FedML 248 2 0 07 Jul 2023
Towards Open Federated Learning Platforms: Survey and Vision from Technical and Legal Perspectives Moming Duan Qinbin Li Linshan Jiang Bingsheng He FedML 389 5 0 05 Jul 2023
Pollen: High-throughput Federated Learning Simulation via Resource-Aware Client Placement Lorenzo Sani Pedro Gusmão Alexandru Iacob Wanru Zhao Xinchi Qiu Yan Gao Javier Fernandez-Marques Nicholas D. Lane 165 0 0 30 Jun 2023
A Survey on Blockchain-Based Federated Learning and Data PrivacyAnnual International Computer Software and Applications Conference (COMPSAC), 2023 Bipin Chhetri Saroj Gopali Rukayat Olapojoye Samin Dehbashi A. Namin 93 19 0 29 Jun 2023
Federated Generative Learning with Foundation Models Jie Zhang Xiaohua Qi Bo Zhao FedML 240 26 0 28 Jun 2023
When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions Weiming Zhuang Chen Chen Lingjuan Lyu Chong Chen Yaochu Jin Lingjuan Lyu AIFin AI4CE 633 119 0 27 Jun 2023
Private Federated Learning in Gboard Yuanbo Zhang Daniel Ramage Zheng Xu Yanxiang Zhang Shumin Zhai Peter Kairouz FedML 201 8 0 26 Jun 2023
Differentially Private Decentralized Deep Learning with Consensus Algorithms Jasmine Bayrooti Zhan Gao Amanda Prorok FedML 44 1 0 24 Jun 2023
A First Order Meta Stackelberg Method for Robust Federated Learning (Technical Report) Henger Li Tianyi Xu Tao Li Yunian Pan Quanyan Zhu Zizhan Zheng AAML FedML 289 1 0 23 Jun 2023
MimiC: Combating Client Dropouts in Federated Learning by Mimicking Central UpdatesIEEE Transactions on Mobile Computing (IEEE TMC), 2023 Yuchang Sun Yuyi Mao Jinchao Zhang FedML 235 18 0 21 Jun 2023
FLGo: A Fully Customizable Federated Learning Platform Liang Luo Xiaoliang Fan Zhaopeng Peng Xueheng Li Ziqi Yang Mingkuan Feng Zhicheng Yang Xiao Liu Cheng-i Wang FedML 227 19 0 21 Jun 2023
Leveraging The Edge-to-Cloud Continuum for Scalable Machine Learning on Decentralized Data A. Abdelmoniem 111 1 0 19 Jun 2023
Private Federated Frequency Estimation: Adapting to the Hardness of the InstanceNeural Information Processing Systems (NeurIPS), 2023 Jingfeng Wu Wennan Zhu Peter Kairouz Vladimir Braverman FedML 132 2 0 15 Jun 2023
Protecting User Privacy in Remote Conversational Systems: A Privacy-Preserving framework based on text sanitization Zhigang Kan Linbo Qiao Hao Yu Liwen Peng Yifu Gao Dongsheng Li 220 26 0 14 Jun 2023
(Amplified) Banded Matrix Factorization: A unified approach to private trainingNeural Information Processing Systems (NeurIPS), 2023 Christopher A. Choquette-Choo Arun Ganesh Ryan McKenna H. B. McMahan Keith Rush Abhradeep Thakurta Zheng Xu FedML 394 50 0 13 Jun 2023
Federated Learning for Medical Image Analysis: A SurveyPattern Recognition (Pattern Recogn.), 2023 Hao Guan Pew-Thian Yap Andrea Bozoki Mingxia Liu FedML OOD 440 255 0 09 Jun 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label ShiftInternational Conference on Machine Learning (ICML), 2023 Vincent Plassier Mehdi Makni Aleksandr Rubashevskii Eric Moulines Maxim Panov FedML 242 21 0 08 Jun 2023
A Lightweight Method for Tackling Unknown Participation Statistics in Federated AveragingInternational Conference on Learning Representations (ICLR), 2023 Maroun Touma Mingyue Ji FedML 277 0 0 06 Jun 2023

RAI4IoE: Responsible AI for Enabling the Internet of EnergyInternational Conference on Trust, Privacy and Security in Intelligent Systems and Applications (ICPSISA), 2023

Minhui Xue

Surya Nepal

Ling Liu

Subbu Sethuvenkatraman

243

6

0

20 Sep 2023