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Localization on MM-Fi

8.2RMSE (cm)

Centralized (oracle)

Updated 22d ago

Evaluation Results

Method	Links
Centralized (oracle) 2026.05		8.2
UMEDA w/o SP-DP (no privacy) 2026.05		9.8
UMEDA 2026.05		10.5
Gated DeltaNet 2026.05		12.1
MOON 2026.05		12.2
LAT (linear attn; no gate) 2026.05		12.2
UMEDA w/o SGLT (LAT) 2026.05		12.2
FedRep 2026.05		12.3
Performer 2026.05		12.3
FedDyn 2026.05		12.4
GCFL+ 2026.05		12.5
FedAdam (FedOpt) 2026.05		12.6
xLSTM 2026.05		12.6
FedLC 2026.05		12.7
FedGraphNN 2026.05		12.8
SCAFFOLD 2026.05		12.9
UMEDA w/o Diff-GNO (FedAvg) 2026.05		12.9
FedBN 2026.05		13
FedGAT (FedAvg) 2026.05		13
FedNova 2026.05		13.2
FedGCN (FedAvg) 2026.05		13.4
FedProx 2026.05		13.6
FedAvg 2026.05		13.9
TA-DPFL 2026.05		14.3
AGC-DP 2026.05		14.7
DP-FedAvg + AdaptClip 2026.05		15.1
DP-FedAvg (isotropic) 2026.05		15.8
Local (no aggregation) 2026.05		18.5