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\caption{Generator hyperparameters: the optimiser step size ($\eta$); penalty strengths where $\lambda_1$ applies to all generators but \textit{Schut} and the other parameter are specific to \textit{ECCCo}; finally, the strength for the Ridge penalty on energy for \textit{ECCCo}.\label{tab:genparams} \newline}
Linearly Separable & 0.01 & 0.10 & 0.1 & 0.05 & 0.0\\
Moons & 0.01 & 0.10 & 0.1 & 0.50 & 0.0\\
Circles & 0.05 & 0.10 & 0.1 & 0.05 & 1.0\\
California Housing & 0.05 & 0.10 & 0.1 & 0.10 & 0.0\\
GMSC & 0.05 & 0.10 & 0.1 & 0.10 & 0.0\\
German Credit & 0.05 & 0.20 & 0.2 & 0.20 & 0.5\\
MNIST & 0.10 & 0.01 & 0.1 & 0.30 & 0.0\\
Fashion MNIST & 0.10 & 0.01 & 0.1 & 0.30 & 0.0\\