Human Activity Recognition on HAR Real-world Setting (test)
79.72AccuracySubFLOT
Evaluation results
| Method | Links | |
|---|---|---|
| SubFLOT2026.04 | 79.72 | |
| FlexFL2026.04 | 76.24 | |
| FedMP2026.04 | 75.55 | |
| DepthFL2026.04 | 73.43 | |
| Flado2026.04 | 71.17 | |
| FedDSE2026.04 | 70.88 | |
| ScaleFL2026.04 | 70.11 | |
| AdaptiveFL2026.04 | 69.83 | |
| HeteroFL2026.04 | 69.8 | |
| FedRolex2026.04 | 68.96 | |
| FedDrop2026.04 | 57.48 | |
| GACModel=Qwen3-4B, alpha=0.12026.04 | 27.5 | |
| GACModel=Llama-3.1-8B, alpha=0.12026.04 | 22.5 | |
| Semantic trans.Model=Llama-3.1-8B2026.04 | 15 | |
| CoT promptingModel=Llama-3.1-8B2026.04 | 6.2 | |
| Semantic trans.Model=Qwen3-4B2026.04 | 5 | |
| CoT promptingModel=Qwen3-4B2026.04 | 3.7 | |
| No interventionModel=Llama-3.1-8B2026.04 | 1.3 | |
| No interventionModel=Qwen3-4B2026.04 | 0 |