Localization on MM-Fi
8.2RMSE (cm)Centralized (oracle)
Evaluation Results
| Method | Links | |
|---|---|---|
| Centralized (oracle)Mode=Oracle2026.05 | 8.2 | |
| UMEDA w/o SP-DP (no privacy)Ablation=without Subspace-Projected Differential Privacy2026.05 | 9.8 | |
| UMEDA2026.05 | 10.5 | |
| Gated DeltaNetCategory=Attention / fusion2026.05 | 12.1 | |
| MOONCategory=Optimization under heterogeneity2026.05 | 12.2 | |
| LAT (linear attn; no gate)Category=Attention / fusion2026.05 | 12.2 | |
| UMEDA w/o SGLT (LAT)Ablation=without Spectral-Gated Linear Transformer2026.05 | 12.2 | |
| FedRepCategory=Normalization2026.05 | 12.3 | |
| PerformerCategory=Attention / fusion2026.05 | 12.3 | |
| FedDynCategory=Optimization under heterogeneity2026.05 | 12.4 | |
| GCFL+Category=Graph-aware FL2026.05 | 12.5 | |
| FedAdam (FedOpt)Category=Optimization under heterogeneity2026.05 | 12.6 | |
| xLSTMCategory=Attention / fusion2026.05 | 12.6 | |
| FedLCCategory=Normalization2026.05 | 12.7 | |
| FedGraphNNCategory=Graph-aware FL2026.05 | 12.8 | |
| SCAFFOLDCategory=Optimization under heterogeneity2026.05 | 12.9 | |
| UMEDA w/o Diff-GNO (FedAvg)Ablation=without Diffusion-based Graph Neural Operator2026.05 | 12.9 | |
| FedBNCategory=Normalization2026.05 | 13 | |
| FedGAT (FedAvg)Category=Graph-aware FL2026.05 | 13 | |
| FedNovaCategory=Optimization under heterogeneity2026.05 | 13.2 | |
| FedGCN (FedAvg)Category=Graph-aware FL2026.05 | 13.4 | |
| FedProxCategory=Optimization under heterogeneity2026.05 | 13.6 | |
| FedAvgCategory=Optimization under heterogeneity2026.05 | 13.9 | |
| TA-DPFLCategory=Privacy2026.05 | 14.3 | |
| AGC-DPCategory=Privacy2026.05 | 14.7 | |
| DP-FedAvg + AdaptClipCategory=Privacy2026.05 | 15.1 | |
| DP-FedAvg (isotropic)Category=Privacy2026.05 | 15.8 | |
| Local (no aggregation)Aggregation=None2026.05 | 18.5 |