federated
A collection of Google research projects related to Federated Learning and Federated Analytics.
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Decentralized analysis
A collection of research projects exploring decentralized machine learning and analytics techniques
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Federated Learning
This project enables personalized federated learning with inferred collaboration graphs to improve the performance of machine learning models on non-IID (non-independent and identically distributed) datasets.
Federated learning library
An implementation of federated learning with prototype-based methods across heterogeneous clients
Data Fusion Tool
This project enables federated learning across partially class-disjoint data with curated bilateral curation.
Federated Learning Algorithm
An implementation of federated learning algorithm to reduce local learning bias and improve convergence on heterogeneous data
Federated Learning
Enabling multiple agents to learn from heterogeneous environments without sharing their knowledge or data
Federated learner
A federated learning framework with discrepancy-aware collaboration for decentralized data training
Domain generalization method
This project presents a method for federated domain generalization with adjustment, allowing multiple models to learn from each other across different domains.
Federated Learning Library
An implementation of Personalized Federated Learning with Gaussian Processes using Python.
Federated Learning Framework
Evaluates various methods for federated learning on different models and tasks.
Decentralized ML framework
A framework for developing and testing decentralized machine learning algorithms
Federated Learning Framework
Personalized Subgraph Federated Learning framework for distributed machine learning
Federated learning analysis
An open-source project exploring Federated Learning model updates and their rank structure using data from various datasets.
FL analysis
Analyzes Federated Learning with Arbitrary Client Participation using various optimization strategies and datasets.
Federated Learning Algorithm
An unsupervised federated learning algorithm that uses cross knowledge distillation to learn meaningful data representations from local and global levels.
Federated learner simulator
A library that provides an easy-to-use framework for simulating federated learning algorithms