Alternatives and similar repositories for APPFL

Users that are interested in APPFL are comparing it to the libraries listed below

• lishenghui / blades
  ⚔️ Blades: A Unified Benchmark Suite for Attacks and Defenses in Federated Learning
  ☆155Updated 11 months ago
• SymbioticLab / FedScale
  FedScale is a scalable and extensible open-source federated learning (FL) platform.
  ☆409Updated 2 years ago
• FLAIR-THU / VFLAIR
  THU-AIR Vertical Federated Learning general, extensible and light-weight framework
  ☆102Updated last year
• diaoenmao / HeteroFL-Computation-and-Communication-Efficient-Federated-Learning-for-Heterogeneous-Clients
  [ICLR 2021] HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients
  ☆179Updated 2 years ago
• yyyanbj / awesome-asynchronous-federated-learning
  📦 Collect some Asynchronous Federated Learning papers.
  ☆123Updated 2 years ago
• Yangfan-Jiang / Federated-Learning-with-Differential-Privacy
  Implementation of dp-based federated learning framework using PyTorch
  ☆314Updated last month
• FederatedAI / research
  ☆179Updated last year
• aidecentralized / awesome-split-learning
  A curated repository for various papers in the domain of split learning.
  ☆55Updated last year
• layer6ai-labs / ProxyFL
  Code accompanying the paper "Decentralized Federated Learning through Proxy Model Sharing"
  ☆84Updated 2 years ago
• Samuel-Maddock / federated-boosted-dp-trees
  Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"
  ☆53Updated 2 years ago
• kiddyboots216 / CommEfficient
  PyTorch for benchmarking communication-efficient distributed SGD optimization algorithms
  ☆78Updated 4 years ago
• facebookresearch / FLSim
  Federated Learning Simulator (FLSim) is a flexible, standalone core library that simulates FL settings with a minimal, easy-to-use API. F…
  ☆266Updated last year
• Di-Chai / FedEval
  ☆47Updated last year
• Xtra-Computing / FedTree
  A tree-based federated learning system (MLSys 2023)
  ☆152Updated last year
• mtang724 / Self-Balancing-Federated-Learning
  Implementation of the paper "Self-Balancing Federated Learning With Global Imbalanced Data in Mobile Systems"
  ☆46Updated 2 years ago
• felisat / clustered-federated-learning
  Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints
  ☆185Updated 4 years ago
• yjlee22 / FedShare
  PyTorch implementation of Federated Learning with Non-IID Data, and federated learning algorithms, including FedAvg, FedProx.
  ☆122Updated 3 years ago
• LuckMonkeys / arxiv-daily
  🎓Automatically Update Distributed Learning Papers Daily using Github Actions (Update Every 12th hours)
  ☆47Updated this week
• jichan3751 / ifca
  Codebase for An Efficient Framework for Clustered Federated Learning.
  ☆121Updated 5 years ago
• AI-secure / FLBenchmark-toolkit
  Federated Learning Framework Benchmark (UniFed)
  ☆49Updated 2 years ago
• LightSecAgg / MLSys2022_anonymous
  Source code for MLSys 2022 submission "LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning"
  ☆28Updated 4 years ago
• maxencenoble / Differential-Privacy-for-Heterogeneous-Federated-Learning
  Differentially Private Federated Learning on Heterogeneous Data
  ☆71Updated 3 years ago
• google-research / DP-FTRL
  DP-FTRL from "Practical and Private (Deep) Learning without Sampling or Shuffling" for centralized training.
  ☆35Updated 8 months ago
• bt-s / Split-Learning-and-Federated-Learning
  Investigating Split Learning and Federate Learning
  ☆87Updated 5 years ago
• youngfish42 / fl-arxiv-daily
  🎓Automatically Update FL Papers Daily using Github Actions (Update Every 12th hours)
  ☆27Updated this week
• c-gabri / Federated-Learning-PyTorch
  PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visua…
  ☆79Updated 3 years ago
• ourownstory / federated_kmeans
  Federated k-means clustering algorithm implementation and proof of concept.
  ☆33Updated 4 years ago
• litian96 / ditto
  Ditto: Fair and Robust Federated Learning Through Personalization (ICML '21)
  ☆157Updated 3 years ago
• OpenMined / PyVertical
  Privacy Preserving Vertical Federated Learning
  ☆222Updated 2 years ago
• jeremy313 / Soteria
  Official implementation of "Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective"
  ☆57Updated 2 years ago