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ResearchFormerly WizWand

Human Activity Recognition on MM-Fi

93.8AccuracyCentralized (oracle)
2139.958.877.7Apr 2, 2026Apr 8, 2026Apr 14, 2026Apr 20, 2026Apr 26, 2026May 2, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Centralized (oracle)Mode=Oracle2026.0593.8
COMPASSCategory=Dual, Observed Modalities=L+R2026.0490.4
UMEDA w/o SP-DP (no privacy)Ablation=without Subspace-Projected Differential Privacy2026.0590.4
UMEDA2026.0589.6
X-FiCategory=Dual, Observed Modalities=L+R2026.0488.7
MOONCategory=Optimization under heterogeneity2026.0587.6
Gated DeltaNetCategory=Attention / fusion2026.0587.6
LAT (linear attn; no gate)Category=Attention / fusion2026.0587.4
UMEDA w/o SGLT (LAT)Ablation=without Spectral-Gated Linear Transformer2026.0587.4
FedDynCategory=Optimization under heterogeneity2026.0587.3
FedRepCategory=Normalization2026.0587.2
PerformerCategory=Attention / fusion2026.0587.2
GCFL+Category=Graph-aware FL2026.0587.1
FedAdam (FedOpt)Category=Optimization under heterogeneity2026.0586.9
FedLCCategory=Normalization2026.0586.9
FedGraphNNCategory=Graph-aware FL2026.0586.8
xLSTMCategory=Attention / fusion2026.0586.8
FedGAT (FedAvg)Category=Graph-aware FL2026.0586.6
SCAFFOLDCategory=Optimization under heterogeneity2026.0586.5
FedBNCategory=Normalization2026.0586.4
UMEDA w/o Diff-GNO (FedAvg)Ablation=without Diffusion-based Graph Neural Operator2026.0586.3
FedNovaCategory=Optimization under heterogeneity2026.0586.1
FedGCN (FedAvg)Category=Graph-aware FL2026.0586
X-FiCategory=Single, Observed Modalities=R2026.0485.7
FedProxCategory=Optimization under heterogeneity2026.0585.7
BaselineCategory=Dual, Observed Modalities=L+R2026.0485.6
FedAvgCategory=Optimization under heterogeneity2026.0585.2
BaselineCategory=Single, Observed Modalities=R2026.0485
COMPASSCategory=Triple, Observed Modalities=D+L+R2026.0484.7
COMPASSCategory=Triple, Observed Modalities=I+L+R2026.0484
TA-DPFLCategory=Privacy2026.0583.9
AGC-DPCategory=Privacy2026.0583.4
COMPASSCategory=Single, Observed Modalities=R2026.0483.2
DP-FedAvg + AdaptClipCategory=Privacy2026.0582.9
COMPASSCategory=Full, Observed Modalities=I+D+L+R2026.0482.1
DP-FedAvg (isotropic)Category=Privacy2026.0582.1
X-FiCategory=Triple, Observed Modalities=D+L+R2026.0480.5
COMPASSCategory=Single, Observed Modalities=L2026.0480.1
X-FiCategory=Dual, Observed Modalities=D+R2026.0479.8
Local (no aggregation)Aggregation=None2026.0578.5
COMPASSCategory=Dual, Observed Modalities=D+R2026.0478.1
X-FiCategory=Triple, Observed Modalities=I+L+R2026.0477.8
COMPASSCategory=Triple, Observed Modalities=I+D+R2026.0474.9
BaselineCategory=Dual, Observed Modalities=D+R2026.0474.1
X-FiCategory=Dual, Observed Modalities=I+R2026.0473.4
BaselineCategory=Triple, Observed Modalities=D+L+R2026.0472.9
BaselineCategory=Full, Observed Modalities=I+D+L+R2026.0472.6
X-FiCategory=Full, Observed Modalities=I+D+L+R2026.0472.2
COMPASSCategory=Dual, Observed Modalities=I+R2026.0472
X-FiCategory=Triple, Observed Modalities=I+D+R2026.0470.7
BaselineCategory=Triple, Observed Modalities=I+D+R2026.0469.1
BaselineCategory=Triple, Observed Modalities=I+L+R2026.0468.2
BaselineCategory=Dual, Observed Modalities=I+R2026.0466.9
COMPASSCategory=Dual, Observed Modalities=D+L2026.0466.3
COMPASSCategory=Triple, Observed Modalities=I+D+L2026.0464.1
BaselineCategory=Single, Observed Modalities=L2026.0463.9
COMPASSCategory=Dual, Observed Modalities=I+L2026.0460.4
X-FiCategory=Single, Observed Modalities=L2026.0452.7
COMPASSCategory=Single, Observed Modalities=D2026.0452
X-FiCategory=Dual, Observed Modalities=D+L2026.0451.6
BaselineCategory=Single, Observed Modalities=D2026.0449.9
BaselineCategory=Dual, Observed Modalities=D+L2026.0449.7
COMPASSCategory=Dual, Observed Modalities=I+D2026.0449.3
X-FiCategory=Triple, Observed Modalities=I+D+L2026.0448.7
X-FiCategory=Single, Observed Modalities=D2026.0448.1
X-FiCategory=Dual, Observed Modalities=I+D2026.0445.3
BaselineCategory=Dual, Observed Modalities=I+D2026.0445.2
BaselineCategory=Triple, Observed Modalities=I+D+L2026.0443
COMPASSCategory=Single, Observed Modalities=I2026.0437.1
X-FiCategory=Dual, Observed Modalities=I+L2026.0435.2
X-FiCategory=Single, Observed Modalities=I2026.0426.5
BaselineCategory=Single, Observed Modalities=I2026.0425.3
BaselineCategory=Dual, Observed Modalities=I+L2026.0423.8