federated-learning-simulator

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lishenghui / blades

⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning

distributed-systems robust-optimization federated federated-learning robust-machine-learning byzantine-fault-tolerance federated-learning-framework fedavg federated-learning-simulator robust-federated-learning model-poisoning-attack

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Python

Cloudslab / murmura

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A decentralized/P2P federated learning library

python open-source machine-learning deep-learning federated-learning distributed-learning p2p-learning federated-learning-framework decentralized-learning decentralized-federated-learning federated-learning-simulator cross-silo-federated-learning

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Python

federicocaroli / FedBlockParadox

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A Python simulator for decentralized federated learning systems, supporting PoW, PoS, and committee-based consensus, multiple validation and aggregation methods, and malicious trainer behaviors like label flipping. Enables IID and N-IID data setups for flexible testing and analysis of system resilience.

blockchain python3 proof-of-stake proof-of-work federated-learning federated-learning-simulator

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Jupyter Notebook

Barathwaja / federated-learning

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This repository is a base template for Federated Learning build using Flower with Aviation Dataset.

python docker federated-learning federated-learning-simulator

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HTML

AhmadTaheri2021 / Federated-NonIID-Data-Generator

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The provided Python script generates non-IID (non-identically independently distributed) datasets for use in federated learning simulations. Federated learning often requires data partitions to simulate real-world scenarios where data across devices or clients is unevenly distributed.

federated-learning data-heterogeneity federated-learning-simulator non-iid-data

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Jupyter Notebook

yuvarajk2109 / ddos-attack-detection

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FEDGuard, a Federated Learning system that is decentralized and distributed, enabled to aid in the detection of DDoS attacks.

ddos-detection-using-ml federated-learning-simulator

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Jupyter Notebook

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