Human Activity Recognition on CASA (test)
94.42AccuracyFedKD-NAS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedKD-NAS2026.05 | 94.42 | 0.1632 | 0.176 | 100 | 14.724 | 14.72 | |
| FedDistill2026.05 | 82.06 | 0.4681 | 0.176 | 39.8 | 14.724 | 5.86 | |
| FedMD2026.05 | 78.64 | 0.5235 | 0.176 | 27.5 | 14.724 | 4.04 | |
| FedAvg2026.05 | 73.13 | 0.6046 | 2.588 | 8.1 | 1 | 0.08 | |
| GACModel=Llama-3.1-8B, alpha=0.12026.04 | 0.229 | — | — | — | — | — | |
| GACModel=Qwen3-4B, alpha=0.12026.04 | 0.125 | — | — | — | — | — | |
| CoT promptingModel=Llama-3.1-8B2026.04 | 0.125 | — | — | — | — | — | |
| No interventionModel=Qwen3-4B2026.04 | 0.104 | — | — | — | — | — | |
| No interventionModel=Llama-3.1-8B2026.04 | 0.104 | — | — | — | — | — | |
| Semantic trans.Model=Llama-3.1-8B2026.04 | 0.062 | — | — | — | — | — | |
| CoT promptingModel=Qwen3-4B2026.04 | 0.042 | — | — | — | — | — | |
| Semantic trans.Model=Qwen3-4B2026.04 | 0 | — | — | — | — | — |