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ResearchFormerly WizWand

Collaborative coefficient estimation on Synthetic multiple-response linear models (test)

0.648Mean Frobenius Squared ErrorCLAIR
-7.8332449.41513106.6635163.91187May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CLAIR(p, q)=(10, 10), n=100, K=20, |Cc|=82026.050.648
CLAIR(p, q)=(10, 10), n=100, K=10, |Cc|=42026.050.722
CLAIR(p, q)=(10, 10), n=100, K=5, |Cc|=22026.051.109
Local OLS(p, q)=(10, 10), n=100, K=10, |Cc|=42026.051.117
Local OLS(p, q)=(10, 10), n=100, K=5, |Cc|=22026.051.121
Local OLS(p, q)=(10, 10), n=100, K=20, |Cc|=82026.051.126
CLAIR(p, q)=(20, 20), n=150, K=20, |Cc|=82026.051.581
CLAIR(p, q)=(20, 20), n=150, K=10, |Cc|=42026.051.735
CLAIR(p, q)=(20, 20), n=150, K=5, |Cc|=22026.052.055
Local OLS(p, q)=(20, 20), n=150, K=5, |Cc|=22026.053.085
Local OLS(p, q)=(20, 20), n=150, K=10, |Cc|=42026.053.093
Local OLS(p, q)=(20, 20), n=150, K=20, |Cc|=82026.053.097
CLAIR(p, q)=(50, 50), n=300, K=20, |Cc|=82026.054.678
CLAIR(p, q)=(50, 50), n=300, K=10, |Cc|=42026.055.146
CLAIR(p, q)=(50, 50), n=300, K=5, |Cc|=22026.056.07
FedAvg (Oracle)(p, q)=(10, 10), n=100, K=5, |Cc|=22026.056.102
FedAvg (Oracle)(p, q)=(10, 10), n=100, K=10, |Cc|=42026.057.457
FedAvg (Oracle)(p, q)=(10, 10), n=100, K=20, |Cc|=82026.058.156
Local OLS(p, q)=(50, 50), n=300, K=20, |Cc|=82026.0510.041
Local OLS(p, q)=(50, 50), n=300, K=5, |Cc|=22026.0510.052
Local OLS(p, q)=(50, 50), n=300, K=10, |Cc|=42026.0510.054
FedAvg(p, q)=(10, 10), n=100, K=5, |Cc|=22026.0515.262
FedAvg(p, q)=(10, 10), n=100, K=10, |Cc|=42026.0517.094
FedAvg(p, q)=(10, 10), n=100, K=20, |Cc|=82026.0518.144
FedAvg (Oracle)(p, q)=(20, 20), n=150, K=5, |Cc|=22026.0524.715
FedAvg (Oracle)(p, q)=(20, 20), n=150, K=10, |Cc|=42026.0529.977
FedAvg (Oracle)(p, q)=(20, 20), n=150, K=20, |Cc|=82026.0532.617
FedAvg(p, q)=(20, 20), n=150, K=5, |Cc|=22026.0535.575
FedAvg(p, q)=(20, 20), n=150, K=10, |Cc|=42026.0538.623
FedAvg(p, q)=(20, 20), n=150, K=20, |Cc|=82026.0541.66
FedAvg (Oracle)(p, q)=(50, 50), n=300, K=5, |Cc|=22026.05148.871
FedAvg(p, q)=(50, 50), n=300, K=5, |Cc|=22026.05179.855
FedAvg (Oracle)(p, q)=(50, 50), n=300, K=10, |Cc|=42026.05183.551
FedAvg (Oracle)(p, q)=(50, 50), n=300, K=20, |Cc|=82026.05200.977
FedAvg(p, q)=(50, 50), n=300, K=10, |Cc|=42026.05201.606
FedAvg(p, q)=(50, 50), n=300, K=20, |Cc|=82026.05212.679