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Papers Benchmarks Datasets Tasks

Federated Learning dataset and benchmarks · SOTA2 Research

Research Datasets

Federated Learning

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Layer-wise Selective Attack (LSA) Robustness

Federated Learning Dataset

90.58Accuracy

16

Layer-wise Poisoning Attack (LPA) Robustness

Federated Learning Dataset

90.48Accuracy

16

BadNets Backdoor Attack Robustness

Federated Learning Dataset

89.51Accuracy

16

Distributed Backdoor Attack (DBA) Robustness

Federated Learning Dataset

97.58Accuracy

16

Computational Overhead Analysis

Federated Learning General Evaluation Setup

7.111Mean Latency (ms)

9

Byzantine-robust Federated Learning

Federated Learning Certified Framework

38Max Byzantine

3

Secure Aggregation

Federated Learning (N=100k clients, M=100k parameters)

14Setup Cost

2

Secure Aggregation

Federated Learning

—Primary metric

0

Convergence Rate Analysis

Federated Learning Theoretical Framework

—Primary metric

0

Popular tasks

Secure Aggregation Convergence Rate Analysis Computational Overhead Analysis Byzantine-robust Federated Learning Distributed Backdoor Attack (DBA) Robustness

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