Title
Research Directions in Democratizing Innovation through Design Automation, One-Click Manufacturing Services and Intelligent Machines B. Starly A. Angrish P. Cohen AI4CE 49 2 0 23 Sep 2019
Model-Based and Data-Driven Strategies in Medical Image ComputingProceedings of the IEEE (Proc. IEEE), 2019 Daniel Rueckert Julia A. Schnabel OOD MedIm AI4CE 154 54 0 23 Sep 2019
Towards Federated Graph Learning for Collaborative Financial Crimes Detection Toyotaro Suzumura Yi Zhou Natahalie Barcardo Guangann Ye Keith Houck ... Yuji Watanabe Pablo S. Loyola Daniel Klyashtorny Heiko Ludwig Kumar Bhaskaran FedML 179 77 0 19 Sep 2019
From Server-Based to Client-Based Machine Learning: A Comprehensive SurveyACM Computing Surveys (ACM CSUR), 2019 Renjie Gu Chaoyue Niu Fan Wu Guihai Chen Chun Hu Chengfei Lyu Zhihua Wu 207 29 0 18 Sep 2019
A Joint Learning and Communications Framework for Federated Learning over Wireless NetworksIEEE Transactions on Wireless Communications (TWC), 2019 Mingzhe Chen Zhaohui Yang Walid Saad Changchuan Yin H. Vincent Poor Shuguang Cui FedML 354 1,304 0 17 Sep 2019
BAFFLE : Blockchain Based Aggregator Free Federated LearningInternational Congress on Blockchain and Applications (ICBA), 2019 P. Ramanan K. Nakayama FedML 207 191 0 16 Sep 2019
Privacy-Preserving BanditsConference on Machine Learning and Systems (MLSys), 2019 Mohammad Malekzadeh D. Athanasakis Hamed Haddadi B. Livshits 286 19 0 10 Sep 2019
Hierarchical Federated Learning Across Heterogeneous Cellular NetworksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2019 Mehdi Salehi Heydar Abad Emre Ozfatura Deniz Gunduz Ozgur Ercetin FedML 188 351 0 05 Sep 2019
Federated Learning: Challenges, Methods, and Future DirectionsIEEE Signal Processing Magazine (IEEE SPM), 2019 Tian Li Anit Kumar Sahu Ameet Talwalkar Virginia Smith FedML 1.2K 5,314 0 21 Aug 2019
Decentralized Federated Learning: A Segmented Gossip Approach Chenghao Hu Jingyan Jiang Zhi Wang FedML 151 207 0 21 Aug 2019
Towards Effective Device-Aware Federated LearningInternational Conference of the Italian Association for Artificial Intelligence (AIxIA), 2019 Vito Walter Anelli Yashar Deldjoo Tommaso Di Noia Antonio Ferrara FedML 119 33 0 20 Aug 2019
Two-stage Federated Phenotyping and Patient Representation Learning Dianbo Liu Dmitriy Dligach Timothy A. Miller 138 89 0 14 Aug 2019
Federated Learning for Wireless Communications: Motivation, Opportunities and ChallengesIEEE Communications Magazine (IEEE Commun. Mag.), 2019 Solmaz Niknam Harpreet S. Dhillon J. H. Reed 358 668 0 30 Jul 2019
A Federated Learning Approach for Mobile Packet Classification Evita Bakopoulou Bálint Tillman A. Markopoulou 137 31 0 30 Jul 2019
A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and ProtectionIEEE Transactions on Knowledge and Data Engineering (TKDE), 2019 Yue Liu Zeyi Wen Zhaomin Wu Sixu Hu Naibo Wang Yuan N. Li Xu Liu Bingsheng He FedML 418 1,239 0 23 Jul 2019
Convergence of Edge Computing and Deep Learning: A Comprehensive SurveyIEEE Communications Surveys and Tutorials (COMST), 2019 Xiaofei Wang Yiwen Han Victor C. M. Leung Dusit Niyato Xueqiang Yan Xu Chen 302 1,116 0 19 Jul 2019
Astraea: Self-balancing Federated Learning for Improving Classification Accuracy of Mobile Deep Learning ApplicationsICCD (ICCD), 2019 Moming Duan Duo Liu Xianzhang Chen Yujuan Tan Jinting Ren Lei Qiao Liang Liang FedML 130 224 0 02 Jul 2019
Proof of Witness Presence: Blockchain Consensus for Augmented Democracy in Smart Cities Evangelos Pournaras 312 74 0 30 Jun 2019
Deep Leakage from GradientsNeural Information Processing Systems (NeurIPS), 2019 Ligeng Zhu Zhijian Liu Song Han FedML 516 2,576 0 21 Jun 2019
Federated Learning for Emoji Prediction in a Mobile Keyboard Swaroop Indra Ramaswamy Rajiv Mathews Kanishka Rao Franccoise Beaufays FedML 213 325 0 11 Jun 2019
Performance Analysis and Characterization of Training Deep Learning Models on Mobile Devices Jie Liu Jiawen Liu Wan Du Dong Li HAI 137 5 0 10 Jun 2019
Federated AI lets a team imagine together: Federated Learning of GANsInternational Journal of Computer Science and Engineering (IJCSE), 2019 R. A N. V FedML 97 7 0 09 Jun 2019
Distributed Training with Heterogeneous Data: Bridging Median- and Mean-Based AlgorithmsNeural Information Processing Systems (NeurIPS), 2019 Xiangyi Chen Tiancong Chen Haoran Sun Zhiwei Steven Wu Mingyi Hong FedML 114 81 0 04 Jun 2019
Deep Learning Recommendation Model for Personalization and Recommendation Systems Maxim Naumov Dheevatsa Mudigere Hao-Jun Michael Shi Jianyu Huang Narayanan Sundaraman ... Wenlin Chen Vijay Rao Bill Jia Liang Xiong M. Smelyanskiy 234 831 0 31 May 2019
Fair Resource Allocation in Federated LearningInternational Conference on Learning Representations (ICLR), 2019 Tian Li Maziar Sanjabi Ahmad Beirami Virginia Smith FedML 431 900 0 25 May 2019
Self-supervised audio representation learning for mobile devices Marco Tagliasacchi Beat Gfeller Félix de Chaumont Quitry Dominik Roblek SSL AI4TS 133 47 0 24 May 2019
Decentralized Learning of Generative Adversarial Networks from Non-iid Data Ryo Yonetani Tomohiro Takahashi Atsushi Hashimoto Yoshitaka Ushiku 183 26 0 23 May 2019
BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning Abhijit Guha Roy Shayan Siddiqui Sebastian Polsterl Nassir Navab Christian Wachinger FedML OOD MedIm 143 341 0 16 May 2019
Client-Edge-Cloud Hierarchical Federated Learning Lumin Liu Jun Zhang S. H. Song Khaled B. Letaief FedML 273 889 0 16 May 2019
Multi-Agent Image Classification via Reinforcement LearningIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2019 Hossein K. Mousavi M. Nazari Martin Takáč N. Motee 99 29 0 13 May 2019
Semi-Cyclic Stochastic Gradient Descent Hubert Eichner Tomer Koren H. B. McMahan Nathan Srebro Kunal Talwar 195 113 0 23 Apr 2019
Scalable Deep Learning on Distributed Infrastructures: Challenges, Techniques and Tools R. Mayer Hans-Arno Jacobsen GNN 312 210 0 27 Mar 2019
Asynchronous Federated Optimization Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML 296 667 0 10 Mar 2019
Robust and Communication-Efficient Federated Learning from Non-IID Data Felix Sattler Simon Wiedemann K. Müller Wojciech Samek FedML 240 1,540 0 07 Mar 2019
Federated Heavy Hitters Discovery with Differential Privacy Wennan Zhu Peter Kairouz H. B. McMahan Haicheng Sun Wei Li FedML 292 113 0 22 Feb 2019
Federated Learning via Over-the-Air Computation Kai Yang Tao Jiang Yuanming Shi Z. Ding FedML 290 979 0 31 Dec 2018
Federated Optimization in Heterogeneous Networks Tian Li Anit Kumar Sahu Manzil Zaheer Maziar Sanjabi Ameet Talwalkar Virginia Smith FedML 869 6,579 0 14 Dec 2018
Wireless Data Acquisition for Edge Learning: Data-Importance Aware Retransmission Dongzhu Liu Guangxu Zhu Jun Zhang Kaibin Huang 153 41 0 05 Dec 2018
Blockchain as a Service: A Decentralized and Secure Computing ParadigmIEEE Transactions on Emerging Topics in Computing (IEEE TETC), 2018 G. Mendis Yifu Wu Jin Wei Moein Sabounchi Rigoberto Roche' 154 23 0 05 Jul 2018
How To Backdoor Federated LearningInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2018 Eugene Bagdasaryan Andreas Veit Yiqing Hua D. Estrin Vitaly Shmatikov SILM FedML 493 2,236 0 02 Jul 2018
Gradient-Leaks: Understanding and Controlling Deanonymization in Federated Learning Tribhuvanesh Orekondy Seong Joon Oh Yang Zhang Bernt Schiele Mario Fritz PICV FedML 653 40 0 15 May 2018
Deep Learning in Mobile and Wireless Networking: A SurveyIEEE Communications Surveys and Tutorials (COMST), 2018 Chaoyun Zhang P. Patras Hamed Haddadi 346 1,408 0 12 Mar 2018
Federated Meta-Learning with Fast Convergence and Efficient Communication Fei Chen Mi Luo Zhenhua Dong Zhenguo Li Xiuqiang He FedML 217 434 0 22 Feb 2018