Federated Learning and MPC in Tandem - Thomas Attema

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Federated Learning and MPC in Tandem - Thomas Attema
  1. The Encrypted Economy
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Federated Learning and MPC in Tandem - Thomas Attema

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3 challenges of federated learning: privacy leakage, label deficiency, and resource constraints

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End-to-End Evaluation of Federated Learning and Split Learning for Internet of Things

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MPAF: Model Poisoning Attacks to Federated Learning based on Fake Clients

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Secure Model Aggregation in Federated Learning

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ELSA: Secure Aggregation for Federated Learning with Malicious Actors

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SparseFed: Mitigation Model Poisoning Attacks in Federated Learning with Sparsification

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Demystifying Decentralized Fair Models for Federated Machine Learning

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Federated Learning and Analysis In Mobile Edge Computing

Fault-tolerant federated and 0:11:35

Fault-tolerant federated and distributed learning

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Performance Analysis of Federated learning based security in IoT

Federated Learning in 0:10:55

Federated Learning in AI-to-AI Interoperability: Privacy-Preserving AI Collaboration

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KDD Invited Talks--Preserving Data Privacy in Federated Learning--Xiaokui Xiao

OM PriCon2020: Private 0:09:53

OM PriCon2020: Private Deep Learning for Hospitals using Federated Learning + Differential Privacy

VANTAGE6: an open-source 0:08:54

VANTAGE6: an open-source infrastructure for federated learning

When the Curious 0:31:02

When the Curious Abandon Honesty: Federated Learning Is Not Private

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Multi-Round Single-Server Secure Aggregation with Applications to Private Federated Learning

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Performance Analysis of Federated learning based security enhancement in IoT