FederatedTrust: A Solution for Trustworthy Federated Learning

FederatedTrust: A Solution for Trustworthy Federated Learning

20 February 2023

Pedro Miguel Sánchez Sánchez

Alberto Huertas Celdrán

Gregorio Martínez Pérez

Burkhard Stiller

Papers citing "FederatedTrust: A Solution for Trustworthy Federated Learning"

12 / 12 papers shown

Title
Large Language Model Federated Learning with Blockchain and Unlearning for Cross-Organizational Collaboration Xuhan Zuo Minghao Wang Tianqing Zhu Shui Yu Wanlei Zhou MU 64 2 0 18 Dec 2024
Enabling Trustworthy Federated Learning in Industrial IoT: Bridging the Gap Between Interpretability and Robustness Senthil Kumar Jagatheesaperumal Mohamed Rahouti Ali Alfatemi Nasir Ghani V. K. Quy Abdellah Chehri AI4CE 18 4 0 01 Sep 2024
DART: A Solution for Decentralized Federated Learning Model Robustness Analysis Chao Feng Alberto Huertas Celdrán Jan von der Assen Enrique Tomás Martínez Beltrán Gérome Bovet Burkhard Stiller OOD AAML 37 8 0 11 Jul 2024
Federated Learning and AI Regulation in the European Union: Who is Responsible? -- An Interdisciplinary Analysis Herbert Woisetschläger Simon Mertel Christoph Krönke R. Mayer Hans-Arno Jacobsen FedML 16 2 0 11 Jul 2024
Data Quality in Edge Machine Learning: A State-of-the-Art Survey M. D. Belgoumri Mohamed Reda Bouadjenek Sunil Aryal Hakim Hacid 14 1 0 01 Jun 2024
Sentinel: An Aggregation Function to Secure Decentralized Federated Learning Chao Feng Alberto Huertas Celdrán Janosch Baltensperger Enrique Tomás Martínez Beltrán Gérome Bovet Burkhard Stiller 24 6 0 12 Oct 2023
Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Enrique Tomás Martínez Beltrán Mario Quiles Pérez Pedro Miguel Sánchez Sánchez Sergio López Bernal Gérome Bovet M. Pérez Gregorio Martínez Pérez Alberto Huertas Celdrán FedML 18 219 0 15 Nov 2022
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 114 349 0 04 Oct 2021
Improving Fairness for Data Valuation in Horizontal Federated Learning Zhenan Fan Huang Fang Zirui Zhou Jian Pei M. Friedlander Changxin Liu Yong Zhang TDI FedML 24 47 0 19 Sep 2021
Trustworthy AI: A Computational Perspective Haochen Liu Yiqi Wang Wenqi Fan Xiaorui Liu Yaxin Li Shaili Jain Yunhao Liu Anil K. Jain Jiliang Tang FaML 96 193 0 12 Jul 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 169 351 0 07 Dec 2020
A Systematic Literature Review on Federated Machine Learning: From A Software Engineering Perspective Sin Kit Lo Qinghua Lu Chen Wang Hye-Young Paik Liming Zhu FedML 40 83 0 22 Jul 2020