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12 search results found

Awesome Federated Machine Learning ⭐ 1,425

Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

Awesome Fl ⭐ 1,103

Comprehensive and timely academic information on federated learning (papers, frameworks, datasets, tutorials, workshops)

Machine Learning Diff Private Federated Learning ⭐ 339

Simulate a federated setting and run differentially private federated learning.

Security and Privacy Risk Simulator for Machine Learning

Backdoors101 ⭐ 231

Backdoors Framework for Deep Learning and Federated Learning. A light-weight tool to conduct your research on backdoors.

Breaching ⭐ 143

Breaching privacy in federated learning scenarios for vision and text

Federated Xgboost ⭐ 60

Federated gradient boosted decision tree learning

Kotlinsyft ⭐ 60

The official Syft worker for secure on-device machine learning

FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning [ICLR‘23, Best Paper Award at ECCV’22 AROW Workshop]

Federated ⭐ 18

Bachelor's Thesis in Computer Science: Privacy-Preserving Federated Learning Applied to Decentralized Data

Pyariesfl ⭐ 13

Federated Learning on HyperLedger Aries

Defending Federated Learning System ⭐ 7

Implementation of a client reputation, gradient checking and homomorphic encryption mechanism to defend a federated learning system from data/model poisoning and reverse engineering attacks.

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