Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection

15 June 2021

Salman Avestimehr

Papers citing "Federated Learning for Internet of Things: A Federated Learning Framework for On-device Anomaly Data Detection"

24 / 24 papers shown

Title
An Adaptive Clustering Scheme for Client Selections in Communication-Efficient Federated Learning Yan-Ann Chen Guan-Lin Chen FedML 50 0 0 11 Apr 2025
HFedCKD: Toward Robust Heterogeneous Federated Learning via Data-free Knowledge Distillation and Two-way Contrast Yiting Zheng Bohan Lin Jinqian Chen Jihua Zhu FedML 44 0 0 09 Mar 2025
QBI: Quantile-based Bias Initialization for Efficient Private Data Reconstruction in Federated Learning Micha V. Nowak Tim P. Bott David Khachaturov Frank Puppe Adrian Krenzer Amar Hekalo FedML 29 1 0 26 Jun 2024
MicroPython Testbed for Federated Learning Algorithms Miroslav Popovic M. Popovic I. Kastelan Miodrag Djukic I. Basicevic 25 0 0 15 May 2024
Enhancing IoT Security Against DDoS Attacks through Federated Learning Ghazaleh Shirvani Saeid Ghasemshirazi Mohammad Ali Alipour 27 1 0 16 Mar 2024
A Federated Learning Algorithms Development Paradigm Miroslav Popovic M. Popovic I. Kastelan Miodrag Djukic I. Basicevic 13 3 0 08 Oct 2023
ProvLight: Efficient Workflow Provenance Capture on the Edge-to-Cloud Continuum Daniel Rosendo M. Mattoso Alexandru Costan Renan Souza Débora B. Pina P. Valduriez Gabriel Antoniu 27 4 0 20 Jul 2023
Correct orchestration of Federated Learning generic algorithms: formalisation and verification in CSP Ivan Prokić S. Ghilezan Simona Kasterovic M. Popovic M. Popovic I. Kastelan FedML 20 3 0 26 Jun 2023
A Simple Python Testbed for Federated Learning Algorithms M. Popovic M. Popovic I. Kastelan Miodrag Djukic S. Ghilezan FedML 14 8 0 31 May 2023
An Empirical Study of Federated Learning on IoT-Edge Devices: Resource Allocation and Heterogeneity Kok-Seng Wong Manh Nguyen-Duc Khiem Le-Huy Long Ho-Tuan Cuong Do-Danh Danh Le-Phuoc FedML 33 12 0 31 May 2023
TimelyFL: Heterogeneity-aware Asynchronous Federated Learning with Adaptive Partial Training Tuo Zhang Lei Gao Sunwoo Lee Mi Zhang Salman Avestimehr FedML 28 28 0 14 Apr 2023
CADeSH: Collaborative Anomaly Detection for Smart Homes Yair Meidan D. Avraham H. Libhaber A. Shabtai 19 8 0 02 Mar 2023
QuantPipe: Applying Adaptive Post-Training Quantization for Distributed Transformer Pipelines in Dynamic Edge Environments Hong Wang Connor Imes Souvik Kundu P. Beerel S. Crago J. Walters MQ 13 7 0 08 Nov 2022
Client Selection in Federated Learning: Principles, Challenges, and Opportunities Lei Fu Huan Zhang Ge Gao Mi Zhang Xin Liu FedML 32 115 0 03 Nov 2022
FedAudio: A Federated Learning Benchmark for Audio Tasks Tuo Zhang Tiantian Feng Samiul Alam Sunwoo Lee Mi Zhang Shrikanth S. Narayanan Salman Avestimehr FedML 27 23 0 27 Oct 2022
Symbolic analysis meets federated learning to enhance malware identifier Khanh-Huu-The Dam Charles-Henry Bertrand Van Ouytsel Axel Legay FedML 29 5 0 29 Apr 2022
When the Curious Abandon Honesty: Federated Learning Is Not Private Franziska Boenisch Adam Dziedzic R. Schuster Ali Shahin Shamsabadi Ilia Shumailov Nicolas Papernot FedML AAML 69 181 0 06 Dec 2021
FedCV: A Federated Learning Framework for Diverse Computer Vision Tasks Chaoyang He Alay Dilipbhai Shah Zhenheng Tang Adarshan Naiynar Sivashunmugam Keerti Bhogaraju Mita Shimpi Li Shen X. Chu Mahdi Soltanolkotabi Salman Avestimehr VLM FedML 37 68 0 22 Nov 2021
Federated Learning for Internet of Things: Applications, Challenges, and Opportunities Tuo Zhang Lei Gao Chaoyang He Mi Zhang Bhaskar Krishnamachari Salman Avestimehr FedML 19 168 0 15 Nov 2021
LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning Jinhyun So Chaoyang He Chien-Sheng Yang Songze Li Qian-long Yu Ramy E. Ali Başak Güler Salman Avestimehr FedML 67 166 0 29 Sep 2021
FedAdapt: Adaptive Offloading for IoT Devices in Federated Learning Di Wu R. Ullah P. Harvey Peter Kilpatrick I. Spence Blesson Varghese 40 78 0 09 Jul 2021
From Distributed Machine Learning to Federated Learning: A Survey Ji Liu Jizhou Huang Yang Zhou Xuhong Li Shilei Ji Haoyi Xiong Dejing Dou FedML OOD 51 243 0 29 Apr 2021
Privacy and Robustness in Federated Learning: Attacks and Defenses Lingjuan Lyu Han Yu Xingjun Ma Chen Chen Lichao Sun Jun Zhao Qiang Yang Philip S. Yu FedML 183 355 0 07 Dec 2020
Local Differential Privacy based Federated Learning for Internet of Things Yang Zhao Jun Zhao Mengmeng Yang Teng Wang Ning Wang Lingjuan Lyu Dusit Niyato Kwok-Yan Lam 25 292 0 19 Apr 2020