private-cross-silo-fl

Similar projects

Found by comparing what the projects do, not just their names.

• shenzebang/centaur-privacy-federated-representation-learning13

  Federated Learning Framework

  A framework for Federated Learning with Differential Privacy using PyTorch

• xiyuanyang45/dynamicpfl57

  Federated learning method

  A method for personalizing machine learning models in federated learning settings with adaptive differential privacy to improve performance and robustness

• enosair/federated-fdp7

  Private FL framework

  A framework for private federated learning that provides differential privacy guarantees at the individual record level.

• wenkehuang/fccl97

  Federated Learning Framework

  A framework for tackling heterogeneity and catastrophic forgetting in federated learning by leveraging cross-correlation and similarity learning

• ganyuwang/vfl-czofo12

  FL framework

  A unified framework for improving privacy and reducing communication overhead in distributed machine learning models.

• sap-samples/machine-learning-diff-private-federated-learning365

  Federated Learning Simulator

  Simulates a federated learning setting to preserve individual data privacy

• securefederatedai/openfl738

  Collaborative Learning Framework

  A Python framework for collaborative machine learning without sharing sensitive data

• maxencenoble/differential-privacy-for-heterogeneous-federated-learning59

  Federated Learning Algorithm

  An algorithm for balancing utility and privacy in federated learning on heterogeneous data

• litian96/ditto138

  Federated Learning Framework

  A framework for personalized federated learning to balance fairness and robustness in decentralized machine learning systems.

• haoyuzhao123/soteriafl7

  Federated Learning Experiments

  Numerical experiments for private federated learning with communication compression algorithms

• zhuohangli/ggl58

  Gradient Attack Method

  Researchers develop an attack method to measure the effectiveness of federated learning privacy defenses by generating leakage in gradients

• dcalab-unipv/turning-privacy-preserving-mechanisms-against-federated-learning8

  Federated Learning Attack

  This project presents an attack on federated learning systems to compromise their privacy-preserving mechanisms.

• krishnap25/fl_partial_personalization2

  Federated Learning Framework

  A framework for federated learning with partial model personalization

• jinheonbaek/fed-pub45

  Federated Learning Framework

  Personalized Subgraph Federated Learning framework for distributed machine learning

• xtra-computing/fedov17

  Federated Learning Framework

  Develops a framework to address label skews in one-shot federated learning by partitioning data and adapting models.