chnyangs / Blockchain-FL-DL

Reading list for Blockchain - Federated Learning - Deep Learning Models.

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Blockchain - Federated Learning - Deep Learning related papers

Proof of Federated Learning: A Novel Energy-Recycling Consensus Algorithm Paper Link

Federated Learning in Smart Cities: A Comprehensive Survey Paper link

Towards Fair and Privacy-Preserving Federated Deep Models Paper Link

How to Democratise and Protect AI: Fair and Differentially Private Decentralised Deep Learning Paper Link

NDSS 2021

POSEIDON: Privacy-Preserving Federated Neural Network Learning

FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping

Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses for Federated Learning

SquirRL: Automating Attack Analysis on Blockchain Incentive Mechanisms with Deep Reinforcement Learning

NDSS 2020

USENIX 2021

DRMI: A Dataset Reduction Technology based on Mutual Information for Black-box Attacks

Locally Differentially Private Analysis of Graph Statistics

USENIX 2020

Local Model Poisoning Attacks to Byzantine-Robust Federated Learning [Neil Gong]

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Reading list for Blockchain - Federated Learning - Deep Learning Models.