Federated Learning
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Layer-wise Selective Attack (LSA) Robustness | Federated Learning Dataset | Accuracy90.58 | 16 | |
| Layer-wise Poisoning Attack (LPA) Robustness | Federated Learning Dataset | Accuracy90.48 | 16 | |
| BadNets Backdoor Attack Robustness | Federated Learning Dataset | Accuracy89.51 | 16 | |
| Distributed Backdoor Attack (DBA) Robustness | Federated Learning Dataset | Accuracy97.58 | 16 | |
| Computational Overhead Analysis | Federated Learning General Evaluation Setup | Mean Latency (ms)7.1112 | 9 | |
| Byzantine-robust Federated Learning | Federated Learning Certified Framework | Max Byzantine38 | 3 | |
| Secure Aggregation | Federated Learning | Metric- | 0 | |
| Convergence Rate Analysis | Federated Learning Theoretical Framework | Metric- | 0 |
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