diff --git a/paper/aaai/appendix.pdf b/paper/aaai/appendix.pdf
index fd56491b17ec180e86a67563fcf6111656473121..326bb5c7df23dff80206a492daec58b35c261dd2 100644
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diff --git a/paper/aaai/author_response.pdf b/paper/aaai/author_response.pdf
index f61a726109859b196732886798fdcca7d0ed8d93..e0e391dd23a90763820e3eedb5305c471ce36904 100644
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diff --git a/paper/aaai/paper.pdf b/paper/aaai/paper.pdf
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diff --git a/paper/contents/table_gen_params.tex b/paper/contents/table_gen_params.tex
index 94e6b2ac0bb6087d2748619cc15fa2db0b5b4d75..9f4eb5969df50420a42e3d751dbeaf02caddd403 100644
--- a/paper/contents/table_gen_params.tex
+++ b/paper/contents/table_gen_params.tex
@@ -1,20 +1,20 @@
 \begin{table}
 
-\caption{Generator hyperparameters. \label{tab:genparams} \newline}
+\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}
 \centering
 \fontsize{8}{10}\selectfont
-\begin{tabular}[t]{rrrrr}
+\begin{tabular}[t]{rrrrrr}
 \toprule
-Dataset & $\eta$ & $\lambda_1$ & $\lambda_2$ & $\lambda_3$\\
+Dataset & $\eta$ & $\lambda_1$ & $\lambda_2$ & $\lambda_3$ & Ridge penalty\\
 \midrule
-Linearly Separable & 0.01 & 0.10 & 0.10 & 0.05\\
-Moons & 0.01 & 0.10 & 0.10 & 0.50\\
-Circles & 0.05 & 0.10 & 0.10 & 0.05\\
-California Housing & 0.05 & 0.10 & 0.10 & 0.10\\
-GMSC & 0.05 & 0.10 & 0.10 & 0.10\\
-German Credit & 0.05 & 0.20 & 0.20 & 0.20\\
-MNIST & 0.10 & 0.01 & 0.25 & 0.25\\
-Fashion MNIST & 0.10 & 0.01 & 0.25 & 0.25\\
+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\\
 \bottomrule
 \end{tabular}
 \end{table}
diff --git a/paper/tables.Rmd b/paper/tables.Rmd
index 21cde35abedea2075f31443e128f1d4a9c9e0a7c..a80825d271a0df27fb317f97b810f6fddcafad07 100644
--- a/paper/tables.Rmd
+++ b/paper/tables.Rmd
@@ -580,15 +580,16 @@ dt <- lapply(files[sapply(files, function(x) grepl("generator_params.csv",x))],
     fread(file.path(paste0(res_path,"params"), x))
 })
 dt <- Reduce(function(x,y) {rbind(x,y, fill=TRUE)}, dt)
-dt <- dt[,.(dataname,eta,lambda_1,lambda_2,lambda_3)]
+dt[is.na(reg_strength),reg_strength:=0]
+dt <- dt[,.(dataname,eta,lambda_1_Δ,lambda_2_Δ,lambda_3_Δ,reg_strength)]
 dt[,dataname:=factor(dataname, levels=dataset_order)]
 dt <- dt[order(dataname)]
 col_names <- c(
   "Dataset",
-  "$\\eta$", "$\\lambda_1$", "$\\lambda_2$", "$\\lambda_3$"
+  "$\\eta$", "$\\lambda_1$", "$\\lambda_2$", "$\\lambda_3$", "Ridge penalty"
 )
 kbl(
-  dt, caption = "Generator hyperparameters. \\label{tab:genparams} \\newline", 
+  dt, 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", 
   align = "r", col.names=col_names, booktabs = T, escape=F, 
   format="latex", linesep = ""
 ) %>%