Adaptive gradient sparsification for efficient federated learning: an online learning approach
☆18Oct 31, 2020Updated 5 years ago
Alternatives and similar repositories for Adaptive_Gradient_Sparsification_FL
Users that are interested in Adaptive_Gradient_Sparsification_FL are comparing it to the libraries listed below
Sorting:
- ☆22Apr 6, 2021Updated 4 years ago
- Federated Dynamic Sparse Training☆32May 26, 2022Updated 3 years ago
- ☆10Jun 4, 2021Updated 4 years ago
- Speech recognition with federated learning☆11Jan 9, 2020Updated 6 years ago
- Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356☆75Sep 10, 2020Updated 5 years ago
- Repo. for IPSN 2022 paper: "BalanceFL: Addressing Class Imbalance in Long-Tail Federated Learning".☆22Jul 22, 2022Updated 3 years ago
- SGD with compressed gradients and error-feedback: https://arxiv.org/abs/1901.09847☆32Jul 25, 2024Updated last year
- Official implementation of "FL-WBC: Enhancing Robustness against Model Poisoning Attacks in Federated Learning from a Client Perspective"…☆86Jun 6, 2020Updated 5 years ago
- Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank?☆15Mar 24, 2022Updated 3 years ago
- Implementation of Shuffled Model of Differential Privacy in Federated Learning." AISTATS, 2021.☆18Oct 4, 2022Updated 3 years ago
- Code for paper "Byzantine-Resilient Distributed Finite-Sum Optimization over Networks"☆18Nov 5, 2020Updated 5 years ago
- Code for paper "Adaptive Federated Learning in Resource Constrained Edge Computing Systems"☆293May 7, 2025Updated 9 months ago
- Personalized Federated Learning by Structured and Unstructured Pruning under Data Heterogeneity☆43Oct 6, 2021Updated 4 years ago
- ☆22Sep 6, 2021Updated 4 years ago
- SPATL: Salient Prameter Aggregation and Transfer Learning for Heterogeneous Federated Learning☆23Nov 17, 2022Updated 3 years ago
- Source code for the ICML 2022 paper: "Orchestra: Unsupervised Federated Learning via Globally Consistent Clustering"☆60May 9, 2023Updated 2 years ago
- This is the code repository for the following paper: "Model pruning enables efficient federated learning on edge devices".☆96May 9, 2022Updated 3 years ago
- ☆21May 11, 2022Updated 3 years ago
- Benchmarking Semi-supervised Federated Learning☆54Aug 14, 2022Updated 3 years ago
- simulation of the asynchronous federated learning system of paper "Asynchronous Federated Optimization"☆23Nov 19, 2021Updated 4 years ago
- FedMD: Heterogenous Federated Learning via Model Distillation☆161Jun 3, 2021Updated 4 years ago
- Source code for paper "Federated Edge Learning with Misaligned Over-The-Air Computation"☆29Jan 24, 2023Updated 3 years ago
- ☆26Apr 3, 2020Updated 5 years ago
- The code in order to implement FedProx (ICPP 2020)☆29Nov 19, 2020Updated 5 years ago
- ☆33May 14, 2022Updated 3 years ago
- Sketched SGD☆28Jul 4, 2020Updated 5 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Nov 28, 2022Updated 3 years ago
- ☆30Oct 22, 2020Updated 5 years ago
- Code to accompany the paper "Deep Learning with Gaussian Differential Privacy"☆34Apr 29, 2021Updated 4 years ago
- An Empirical Study of AI Techniques in Mobile Applications☆12May 28, 2024Updated last year
- gTop-k S-SGD: A Communication-Efficient Distributed Synchronous SGD Algorithm for Deep Learning☆37Aug 19, 2019Updated 6 years ago
- Simple implementation of the CGP-UCB algorithm.☆38Nov 30, 2019Updated 6 years ago
- Federated Principal Component Analysis Revisited!☆43Nov 1, 2021Updated 4 years ago
- FedDCT: A Novel Federated Learning Approach for Training Large Convolutional Neural Networks☆42Sep 19, 2023Updated 2 years ago
- Code for ScaleFL☆33Dec 11, 2025Updated 2 months ago
- R-GAP: Recursive Gradient Attack on Privacy [Accepted at ICLR 2021]☆37Feb 20, 2023Updated 3 years ago
- Simulation code for Federated Learning with Over-the-Air Computation.☆11Sep 11, 2020Updated 5 years ago
- Cryptographically Secure Aggregation for Federated Learning☆11Jan 24, 2023Updated 3 years ago
- 关于Fault-Tolerant Federated Reinforcement Learning with Theoretical Guarantee这篇论文的详细代码解读☆11Dec 27, 2023Updated 2 years ago