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Performance results of various models on this benchmark

Metrics

Robustness
Client Overhead
Client Complexity
10^2
10^3
10^4
10^5
10^6
$\ell$
$|\gamma|$
Pooled
Dirichlet ($\alpha = 1$)
Dirichlet ($\alpha = 100$)
Dirichlet ($\alpha = 0.01$)
DP IID
ATM IID
Top-k IID
DP Non-IID
FedAvg IID
Median IID
ATM Non-IID
Top-k Non-IID
FedAvg Non-IID
Median Non-IID
Trimmed-mean IID
Trimmed-mean Non-IID
5 rows total