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conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,49 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+C3 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+C4 & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{22328F} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{1B2C80} \\
+C5 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{1A2B7E} \\
+C6 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C7 & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{152772} \\
+C8 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{243F99} \\
+C9 & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F1FABA} & \cellcolor[HTML]{F1FABB} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F1FABA} \\
+C10 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{22328F} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{253795} &  & \cellcolor[HTML]{24489D} \\
+C11 & \cellcolor[HTML]{203089} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} \\
+C14 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{B2E1B6} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1E8BBD} \\
+C15 & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{80CEBB} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{34A9C3} &  & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{87D0BA} \\
+C16 & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{259AC1} & \cellcolor[HTML]{6FC7BD} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{DDF2B2} &  & \cellcolor[HTML]{6DC6BE} &  & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{B9E4B5} \\
+C17 & \cellcolor[HTML]{4AB9C3} & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{76CABC} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{D1EDB3} &  & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{2260A9} \\
+C18 & \cellcolor[HTML]{CDEBB4} & \cellcolor[HTML]{CFECB3} & \cellcolor[HTML]{BDE5B5} & \cellcolor[HTML]{C4E8B4} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{DFF2B2} &  &  &  &  & \cellcolor[HTML]{B4E2B6} \\
+C19 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{63C3BF} &  & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{253B97} & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{2EA3C2} \\
+M1 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{24459C} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1D91C0} \\
+M4 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1F7EB7} \\
+M6 & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{73C8BD} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{2166AC} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{89D1BA} \\
+M7 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{2260A9} \\
+M9 & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{253494} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{53BDC1} & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{1D8EBF} & \cellcolor[HTML]{225CA7} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{33A7C2} \\
+M10 & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{234C9F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{234C9F} & \cellcolor[HTML]{289CC1} & \cellcolor[HTML]{234C9F} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{2351A2} & \cellcolor[HTML]{243392} \\
+M12 & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{50BBC2} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{35AAC3} &  & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{3BB0C3} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{53BDC1} \\
+N1 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+N2 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{081D58} &  & \cellcolor[HTML]{081D58} \\
+N5 & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{D4EEB3} & \cellcolor[HTML]{E0F3B2} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{73C8BD} & \cellcolor[HTML]{DFF2B2} & \cellcolor[HTML]{F9FDCB} & \cellcolor[HTML]{E1F3B2} & \cellcolor[HTML]{EFF9B6} &  & \cellcolor[HTML]{DDF2B2} \\
+N8 & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{F2FABC} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{B2E1B6} &  & \cellcolor[HTML]{D9F0B3} &  & \cellcolor[HTML]{D9F0B3} & \cellcolor[HTML]{DAF0B3} \\
+N9 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N10 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} &  & \cellcolor[HTML]{081D58} \\
+N11 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+N12 & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{22328F} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{F6FBC5} &  & \cellcolor[HTML]{234C9F} \\
+N14 & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{FFFFD9} \\
+N15 & \cellcolor[HTML]{44B7C4} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{80CEBB} & \cellcolor[HTML]{E0F3B2} & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{4AB9C3} & \cellcolor[HTML]{4CBAC2} & \cellcolor[HTML]{59BFC0} \\
+N16 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+N17 & \cellcolor[HTML]{F7FCC6} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{2A9EC1} &  & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{F7FCC6} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{4EBBC2} \\
+N19 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{73C8BD} \\
+N20 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2165AB} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+\bottomrule
+\end{tabular}
+\end{document}

conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__c__v2.tex

@@ -0,0 +1,58 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelreal}{HTML}{000000}
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{14.5cm}
+{\small Categorical datasets only.\par}
+{\small Each model is decomposed into the three canonical conditional subitems.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=14.0cm,
+height=8.8cm,
+ybar,
+bar width=5.5pt,
+ymin=0, ymax=1,
+xtick={1,2,3,4,5,6,7,8,9,10,11,12},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=45, anchor=east, font=\scriptsize},
+tick label style={font=\scriptsize},
+label style={font=\scriptsize},
+ylabel={Score},
+title={Conditional subitem breakdown within Categorical datasets},
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.98,0.98)}, anchor=north east},
+legend columns=1,
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+]
+\addplot+[bar width=0.22, draw=modelreal, fill=modelreal, error bars/.cd, y dir=both, y explicit] coordinates { (0.780,1.0000) +- (0,0.0000) };
+\addplot+[bar width=0.22, draw=modelreal, fill=white, pattern=north east lines, pattern color=modelreal, error bars/.cd, y dir=both, y explicit] coordinates { (1.000,1.0000) +- (0,0.0000) };
+\addplot+[bar width=0.22, draw=modelreal, fill=white, pattern=crosshatch, pattern color=modelreal, error bars/.cd, y dir=both, y explicit] coordinates { (1.220,1.0000) +- (0,0.0000) };
+\addlegendimage{area legend, draw=black, fill=black}
+\addlegendentry{Dependency strength similarity}
+\addlegendimage{area legend, draw=black, fill=white, pattern=north east lines, pattern color=black}
+\addlegendentry{Direction consistency}
+\addlegendimage{area legend, draw=black, fill=white, pattern=crosshatch, pattern color=black}
+\addlegendentry{Slice-level consistency}
+\node[anchor=west, font=\scriptsize] at (axis cs:0.32,0.995) {$\uparrow$ better};
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

conditional_breakdown/v2/model_summary__c__v2.csv

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+oid sha256:846094def224064d146db60da9ad9b4369fde8139c570f1aab3750953ce8c981
+size 6069

conditional_breakdown/v2/model_summary__m__v2.csv

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+oid sha256:fcfe0f63373b7bf805721b360ffa58f96200f5fada8821db66a0dec85bf60603
+size 6001

conditional_breakdown/v2/model_summary__n__v2.csv

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+oid sha256:359af3d9f34068fd33fbde9ad62acabeaf4c33f272a728554588cc928ab9f3a7
+size 6060

conditional_breakdown/v2/model_summary__v2.csv

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+version https://git-lfs.github.com/spec/v1
+oid sha256:fbcdbfb4b9445d6d4eb07798e979c28e0f2ebf1685b042618cb220416f559910
+size 5994

conditional_breakdown/v2/must_do/conditional_dataset_model_heatmap_appendix__v2.tex

@@ -0,0 +1,49 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{booktabs}
+\begin{document}
+\scriptsize
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Dataset & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+C3 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+C4 & \cellcolor[HTML]{11246B} & \cellcolor[HTML]{172976} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{22328F} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{12256D} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{1B2C80} \\
+C5 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{1A2B7E} \\
+C6 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+C7 & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{152772} \\
+C8 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{253595} & \cellcolor[HTML]{1C2D81} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{1B2C80} & \cellcolor[HTML]{243F99} \\
+C9 & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F1FABA} & \cellcolor[HTML]{F1FABB} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{1A2B7E} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F3FABF} & \cellcolor[HTML]{F1FABA} \\
+C10 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{22328F} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{0D2163} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{253795} &  & \cellcolor[HTML]{24489D} \\
+C11 & \cellcolor[HTML]{203089} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{243392} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{0E2265} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} \\
+C14 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{31A5C2} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{B2E1B6} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{1E8BBD} \\
+C15 & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{2075B3} & \cellcolor[HTML]{80CEBB} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{34A9C3} &  & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{87D0BA} \\
+C16 & \cellcolor[HTML]{2260A9} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{259AC1} & \cellcolor[HTML]{6FC7BD} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{DDF2B2} &  & \cellcolor[HTML]{6DC6BE} &  & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{B9E4B5} \\
+C17 & \cellcolor[HTML]{4AB9C3} & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{76CABC} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{D1EDB3} &  & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{6BC6BE} & \cellcolor[HTML]{2260A9} \\
+C18 & \cellcolor[HTML]{CDEBB4} & \cellcolor[HTML]{CFECB3} & \cellcolor[HTML]{BDE5B5} & \cellcolor[HTML]{C4E8B4} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{DFF2B2} &  &  &  &  & \cellcolor[HTML]{B4E2B6} \\
+C19 & \cellcolor[HTML]{0C2060} & \cellcolor[HTML]{24419A} & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{63C3BF} &  & \cellcolor[HTML]{299DC1} & \cellcolor[HTML]{253B97} & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{2EA3C2} \\
+M1 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{23499E} & \cellcolor[HTML]{182A7A} & \cellcolor[HTML]{24459C} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{152772} & \cellcolor[HTML]{1D91C0} \\
+M4 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{192B7C} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{1F7EB7} \\
+M6 & \cellcolor[HTML]{0D2161} & \cellcolor[HTML]{0F2367} & \cellcolor[HTML]{73C8BD} & \cellcolor[HTML]{216BAE} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{243C98} & \cellcolor[HTML]{2166AC} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{89D1BA} \\
+M7 & \cellcolor[HTML]{0A1E5C} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{142670} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{102369} & \cellcolor[HTML]{24409A} & \cellcolor[HTML]{091E5A} & \cellcolor[HTML]{2260A9} \\
+M9 & \cellcolor[HTML]{24439B} & \cellcolor[HTML]{233390} & \cellcolor[HTML]{253494} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{13266F} & \cellcolor[HTML]{53BDC1} & \cellcolor[HTML]{1F82B9} & \cellcolor[HTML]{1D8EBF} & \cellcolor[HTML]{225CA7} & \cellcolor[HTML]{1E8ABD} & \cellcolor[HTML]{33A7C2} \\
+M10 & \cellcolor[HTML]{234DA0} & \cellcolor[HTML]{162874} & \cellcolor[HTML]{21308B} & \cellcolor[HTML]{234C9F} & \cellcolor[HTML]{0B1F5E} & \cellcolor[HTML]{234C9F} & \cellcolor[HTML]{289CC1} & \cellcolor[HTML]{234C9F} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{2351A2} & \cellcolor[HTML]{243392} \\
+M12 & \cellcolor[HTML]{69C5BE} & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{50BBC2} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{1D2E83} & \cellcolor[HTML]{35AAC3} &  & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{3BB0C3} & \cellcolor[HTML]{5BC0C0} & \cellcolor[HTML]{53BDC1} \\
+N1 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+N2 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{C6E9B4} & \cellcolor[HTML]{081D58} &  & \cellcolor[HTML]{081D58} \\
+N5 & \cellcolor[HTML]{DCF1B2} & \cellcolor[HTML]{D4EEB3} & \cellcolor[HTML]{E0F3B2} & \cellcolor[HTML]{EFF9B5} & \cellcolor[HTML]{73C8BD} & \cellcolor[HTML]{DFF2B2} & \cellcolor[HTML]{F9FDCB} & \cellcolor[HTML]{E1F3B2} & \cellcolor[HTML]{EFF9B6} &  & \cellcolor[HTML]{DDF2B2} \\
+N8 & \cellcolor[HTML]{42B6C4} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{F2FABC} & \cellcolor[HTML]{CBEBB4} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{B2E1B6} &  & \cellcolor[HTML]{D9F0B3} &  & \cellcolor[HTML]{D9F0B3} & \cellcolor[HTML]{DAF0B3} \\
+N9 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} \\
+N10 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} &  & \cellcolor[HTML]{081D58} \\
+N11 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+N12 & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{EDF8B1} & \cellcolor[HTML]{2354A3} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{22328F} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{F6FBC5} & \cellcolor[HTML]{F6FBC5} &  & \cellcolor[HTML]{234C9F} \\
+N14 & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{FFFFD9} \\
+N15 & \cellcolor[HTML]{44B7C4} & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{F0F9B7} & \cellcolor[HTML]{48B9C3} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{80CEBB} & \cellcolor[HTML]{E0F3B2} & \cellcolor[HTML]{40B5C4} & \cellcolor[HTML]{4AB9C3} & \cellcolor[HTML]{4CBAC2} & \cellcolor[HTML]{59BFC0} \\
+N16 & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} & \cellcolor[HTML]{081D58} \\
+N17 & \cellcolor[HTML]{F7FCC6} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{46B8C3} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{2A9EC1} &  & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{F7FCC6} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{4EBBC2} \\
+N19 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F4FBC0} & \cellcolor[HTML]{7CCCBB} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{FEFFD8} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{F8FCCA} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FCFED1} & \cellcolor[HTML]{73C8BD} \\
+N20 & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{2165AB} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} &  & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} & \cellcolor[HTML]{FFFFD9} \\
+\bottomrule
+\end{tabular}
+\end{document}

conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.tex

@@ -0,0 +1,80 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{barreal}{HTML}{000000}
+\definecolor{bararf}{HTML}{777777}
+\definecolor{barbayesnet}{HTML}{CCBB44}
+\definecolor{barctgan}{HTML}{EE6677}
+\definecolor{barforestdiffusion}{HTML}{228833}
+\definecolor{barrealtabformer}{HTML}{332288}
+\definecolor{bartabbyflow}{HTML}{882255}
+\definecolor{bartabddpm}{HTML}{EE7733}
+\definecolor{bartabdiff}{HTML}{AA3377}
+\definecolor{bartabpfgen}{HTML}{009988}
+\definecolor{bartabsyn}{HTML}{66CCEE}
+\definecolor{bartvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+width=15.12cm,
+height=8.8cm,
+ymin=0.0, ymax=1.08,
+ylabel={Score},
+title={Conditional family and subitem bars},
+ymajorgrids,
+grid style={draw=gray!22},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+xtick={0.0000,1.1000,2.2000,3.3000,4.4000,5.5000,6.6000,7.7000,8.8000,9.9000,11.0000,12.1000,14.5500,15.6500,16.7500,17.8500,18.9500,20.0500,21.1500,22.2500,23.3500,24.4500,25.5500,26.6500,29.1000,30.2000,31.3000,32.4000,33.5000,34.6000,35.7000,36.8000,37.9000,39.0000,40.1000,41.2000},
+xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE,REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+x tick label style={rotate=90, anchor=east, font=\scriptsize},
+enlarge x limits=0.01,
+clip=false,
+]
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(0.0000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(1.1000,0.402935)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(2.2000,0.413561)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(3.3000,0.404713)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(4.4000,0.309721)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(5.5000,0.550173)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(6.6000,0.317223)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(7.7000,0.335016)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(8.8000,0.336961)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(9.9000,0.386627)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(11.0000,0.366505)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(12.1000,0.373530)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(14.5500,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(15.6500,0.724356)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(16.7500,0.737753)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(17.8500,0.726552)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(18.9500,0.648744)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(20.0500,0.825361)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(21.1500,0.627815)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(22.2500,0.618689)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(23.3500,0.689185)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(24.4500,0.705923)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(25.5500,0.703009)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(26.6500,0.697138)};
+\addplot+[ybar, bar width=5.8pt, draw=barreal, fill=barreal] coordinates {(29.1000,1.000000)};
+\addplot+[ybar, bar width=5.8pt, draw=bararf, fill=bararf] coordinates {(30.2000,0.615178)};
+\addplot+[ybar, bar width=5.8pt, draw=barbayesnet, fill=barbayesnet] coordinates {(31.3000,0.626280)};
+\addplot+[ybar, bar width=5.8pt, draw=barctgan, fill=barctgan] coordinates {(32.4000,0.568415)};
+\addplot+[ybar, bar width=5.8pt, draw=barforestdiffusion, fill=barforestdiffusion] coordinates {(33.5000,0.463205)};
+\addplot+[ybar, bar width=5.8pt, draw=barrealtabformer, fill=barrealtabformer] coordinates {(34.6000,0.763790)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabbyflow, fill=bartabbyflow] coordinates {(35.7000,0.524852)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabddpm, fill=bartabddpm] coordinates {(36.8000,0.527103)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabdiff, fill=bartabdiff] coordinates {(37.9000,0.552398)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabpfgen, fill=bartabpfgen] coordinates {(39.0000,0.603367)};
+\addplot+[ybar, bar width=5.8pt, draw=bartabsyn, fill=bartabsyn] coordinates {(40.1000,0.576179)};
+\addplot+[ybar, bar width=5.8pt, draw=bartvae, fill=bartvae] coordinates {(41.2000,0.497331)};
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:13.8250,0) -- (axis cs:13.8250,1.08);
+\draw[dashed, gray!70, line width=0.6pt] (axis cs:28.3750,0) -- (axis cs:28.3750,1.08);
+\node[anchor=south, font=\bfseries\small] at (axis cs:6.0500,1.035) {Dependency strength similarity};
+\node[anchor=south, font=\bfseries\small] at (axis cs:20.6000,1.035) {Direction consistency};
+\node[anchor=south, font=\bfseries\small] at (axis cs:35.1500,1.035) {Slice-level consistency};
+\end{axis}
+\end{tikzpicture}
+\end{document}

conditional_breakdown/v2/must_do/conditional_model_subitem_heatmap_appendix__v2.tex

@@ -0,0 +1,21 @@
+\documentclass{standalone}
+\usepackage[table]{xcolor}
+\usepackage{xcolor}
+\usepackage{booktabs}
+
+\begin{document}
+\scriptsize
+\textbf{Conditional model-subitem heatmap}\\[0.4em]
+\emph{Mean score, 0--1; missing cells stay white.}\\[0.5em]
+\setlength{\tabcolsep}{4pt}
+\begin{tabular}{lccccccccccc}
+\toprule
+Subitem & ARF & BayesNet & CTGAN & ForestDiffusion & RealTabFormer & TabbyFlow & TabDDPM & TabDiff & TabPFGen & TabSyn & TVAE \\
+\midrule
+Dependency strength similarity & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{6DC6BE} & \cellcolor[HTML]{71C8BD} & \cellcolor[HTML]{A5DCB7} & \cellcolor[HTML]{33A7C2} & \cellcolor[HTML]{A0DAB8} & \cellcolor[HTML]{97D6B9} & \cellcolor[HTML]{95D5B9} & \cellcolor[HTML]{7ACBBC} & \cellcolor[HTML]{85CFBA} & \cellcolor[HTML]{80CEBB} \\
+Direction consistency & \cellcolor[HTML]{2168AD} & \cellcolor[HTML]{2163AA} & \cellcolor[HTML]{2168AD} & \cellcolor[HTML]{1E86BB} & \cellcolor[HTML]{24449C} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{1F93C0} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{2072B1} & \cellcolor[HTML]{2073B2} \\
+Slice-level consistency & \cellcolor[HTML]{2094C0} & \cellcolor[HTML]{1D90C0} & \cellcolor[HTML]{2DA2C2} & \cellcolor[HTML]{53BDC1} & \cellcolor[HTML]{2259A6} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{3AAEC3} & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{2397C1} & \cellcolor[HTML]{2B9FC2} & \cellcolor[HTML]{42B6C4} \\
+Family mean & \cellcolor[HTML]{32A6C2} & \cellcolor[HTML]{2EA3C2} & \cellcolor[HTML]{35AAC3} & \cellcolor[HTML]{59BFC0} & \cellcolor[HTML]{1F78B4} & \cellcolor[HTML]{4AB9C3} & \cellcolor[HTML]{52BCC2} & \cellcolor[HTML]{3FB4C4} & \cellcolor[HTML]{37ACC3} & \cellcolor[HTML]{3CB1C3} & \cellcolor[HTML]{40B5C4} \\
+\bottomrule
+\end{tabular}
+\end{document}

conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.tex

@@ -0,0 +1,77 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelreal}{HTML}{000000}
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{tikzpicture}
+\begin{groupplot}[
+group style={group size=3 by 1, horizontal sep=1.1cm},
+width=4.2cm,
+height=7.0cm,
+ybar,
+bar width=7pt,
+ymin=0, ymax=1.02,
+xtick=data,
+x tick label style={rotate=45, anchor=east, font=\tiny},
+tick label style={font=\scriptsize},
+label style={font=\scriptsize},
+grid=both,
+grid style={draw=gray!20},
+]
+\nextgroupplot[title={Categorical}, ylabel={Derived subgroup score}, xtick={1,2,3,4,5,6,7,8,9,10,11,12}, xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}]
+\addplot+[draw=modelreal, fill=modelreal] coordinates { (1,1.0000) };
+\addplot+[draw=modelarf, fill=modelarf] coordinates { (2,0.7507) };
+\addplot+[draw=modelbayesnet, fill=modelbayesnet] coordinates { (3,0.7059) };
+\addplot+[draw=modelctgan, fill=modelctgan] coordinates { (4,0.7056) };
+\addplot+[draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (5,0.6122) };
+\addplot+[draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (6,0.8103) };
+\addplot+[draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (7,0.6232) };
+\addplot+[draw=modeltabddpm, fill=modeltabddpm] coordinates { (8,0.7081) };
+\addplot+[draw=modeltabdiff, fill=modeltabdiff] coordinates { (9,0.6943) };
+\addplot+[draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (10,0.7467) };
+\addplot+[draw=modeltabsyn, fill=modeltabsyn] coordinates { (11,0.6720) };
+\addplot+[draw=modeltvae, fill=modeltvae] coordinates { (12,0.6250) };
+\nextgroupplot[title={Mixed}, ylabel={Derived subgroup score}, xtick={1,2,3,4,5,6,7,8,9,10,11,12}, xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}]
+\addplot+[draw=modelreal, fill=modelreal] coordinates { (1,1.0000) };
+\addplot+[draw=modelarf, fill=modelarf] coordinates { (2,0.8584) };
+\addplot+[draw=modelbayesnet, fill=modelbayesnet] coordinates { (3,0.9032) };
+\addplot+[draw=modelctgan, fill=modelctgan] coordinates { (4,0.7527) };
+\addplot+[draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (5,0.7671) };
+\addplot+[draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (6,0.9448) };
+\addplot+[draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (7,0.7952) };
+\addplot+[draw=modeltabddpm, fill=modeltabddpm] coordinates { (8,0.7697) };
+\addplot+[draw=modeltabdiff, fill=modeltabdiff] coordinates { (9,0.8108) };
+\addplot+[draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (10,0.8178) };
+\addplot+[draw=modeltabsyn, fill=modeltabsyn] coordinates { (11,0.8071) };
+\addplot+[draw=modeltvae, fill=modeltvae] coordinates { (12,0.6121) };
+\nextgroupplot[title={Numerical}, ylabel={Derived subgroup score}, xtick={1,2,3,4,5,6,7,8,9,10,11,12}, xticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}]
+\addplot+[draw=modelreal, fill=modelreal] coordinates { (1,1.0000) };
+\addplot+[draw=modelarf, fill=modelarf] coordinates { (2,0.4549) };
+\addplot+[draw=modelbayesnet, fill=modelbayesnet] coordinates { (3,0.5106) };
+\addplot+[draw=modelctgan, fill=modelctgan] coordinates { (4,0.5018) };
+\addplot+[draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (5,0.3696) };
+\addplot+[draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (6,0.6543) };
+\addplot+[draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (7,0.3881) };
+\addplot+[draw=modeltabddpm, fill=modeltabddpm] coordinates { (8,0.3522) };
+\addplot+[draw=modeltabdiff, fill=modeltabdiff] coordinates { (9,0.4119) };
+\addplot+[draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (10,0.4396) };
+\addplot+[draw=modeltabsyn, fill=modeltabsyn] coordinates { (11,0.4165) };
+\addplot+[draw=modeltvae, fill=modeltvae] coordinates { (12,0.5353) };
+\end{groupplot}
+\end{tikzpicture}
+\end{document}

conditional_breakdown/v2/must_do/conditional_tradeoff_scatter_main__v2.tex

@@ -0,0 +1,89 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\usepgfplotslibrary{groupplots}
+\usetikzlibrary{patterns}
+\usepackage{xcolor}
+\pgfplotsset{compat=1.18}
+
+\definecolor{modelarf}{HTML}{777777}
+\definecolor{modelbayesnet}{HTML}{CCBB44}
+\definecolor{modelctgan}{HTML}{EE6677}
+\definecolor{modelforestdiffusion}{HTML}{228833}
+\definecolor{modelrealtabformer}{HTML}{332288}
+\definecolor{modeltabbyflow}{HTML}{882255}
+\definecolor{modeltabddpm}{HTML}{EE7733}
+\definecolor{modeltabdiff}{HTML}{AA3377}
+\definecolor{modeltabpfgen}{HTML}{009988}
+\definecolor{modeltabsyn}{HTML}{66CCEE}
+\definecolor{modeltvae}{HTML}{4477AA}
+\begin{document}
+\begin{minipage}{13.2cm}
+{\small Main paper-facing view.\par}
+{\small Axes isolate the two subgroup-sensitive conditional branches; both directions include 95\% CI error bars.\par}
+\vspace{0.4em}
+\begin{tikzpicture}
+\begin{axis}[
+width=12.8cm,
+height=9.4cm,
+xmin=0.38, xmax=0.84,
+ymin=0.54, ymax=0.91,
+xlabel={Slice-level consistency},
+ylabel={Direction consistency},
+title={Conditional subgroup trade-off across canonical branches},
+grid=both,
+grid style={draw=gray!20},
+major grid style={draw=gray!30},
+axis line style={draw=black!70},
+tick style={draw=black!70},
+clip=false,
+legend style={draw=none, fill=none, font=\scriptsize, at={(0.02,0.98)}, anchor=north west},
+legend columns=2,
+]
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelarf, fill=modelarf,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6152,0.7244) +- (0.1475,0.1268) };
+\addlegendentry{ARF}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelbayesnet, fill=modelbayesnet,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6263,0.7378) +- (0.1339,0.1217) };
+\addlegendentry{BayesNet}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelctgan, fill=modelctgan,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5684,0.7266) +- (0.1330,0.1153) };
+\addlegendentry{CTGAN}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelforestdiffusion, fill=modelforestdiffusion,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4632,0.6487) +- (0.1412,0.1259) };
+\addlegendentry{ForestDiffusion}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modelrealtabformer, fill=modelrealtabformer,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.7638,0.8254) +- (0.1033,0.0951) };
+\addlegendentry{RealTabFormer}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabbyflow, fill=modeltabbyflow,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5249,0.6278) +- (0.1430,0.1290) };
+\addlegendentry{TabbyFlow}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabddpm, fill=modeltabddpm,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5271,0.6187) +- (0.1647,0.1537) };
+\addlegendentry{TabDDPM}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabdiff, fill=modeltabdiff,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5524,0.6892) +- (0.1416,0.1305) };
+\addlegendentry{TabDiff}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabpfgen, fill=modeltabpfgen,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.6034,0.7059) +- (0.1500,0.1357) };
+\addlegendentry{TabPFGen}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltabsyn, fill=modeltabsyn,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.5762,0.7030) +- (0.1548,0.1361) };
+\addlegendentry{TabSyn}
+\addplot+[only marks, mark=*, mark size=2.8pt, draw=modeltvae, fill=modeltvae,
+error bars/.cd, x dir=both, x explicit, y dir=both, y explicit]
+coordinates { (0.4973,0.6971) +- (0.1249,0.1060) };
+\addlegendentry{TVAE}
+\end{axis}
+\end{tikzpicture}
+\end{minipage}
+\end{document}

conditional_breakdown/v2/prefix_summary__v2.csv

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+size 3382

missingness_regime_diagnostic/data/missingness_regime_grouped_bars_main.csv

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missingness_regime_diagnostic/data/missingness_regime_grouped_bars_marginal_appendix.csv

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missingness_regime_diagnostic/data/missingness_regime_grouped_bars_profile_appendix.csv

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+version https://git-lfs.github.com/spec/v1
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missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_main.tex

@@ -0,0 +1,38 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\pgfplotsset{compat=1.18}
+\usepackage{xcolor}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+title={Missingness family score across regimes},
+width=15.6cm,
+height=7.0cm,
+ymin=0, ymax=1.02,
+ylabel={Score},
+xlabel={Model},
+ymajorgrids=true,
+grid style={gray!25},
+legend style={draw=none, fill=none, at={(0.98,0.98)}, anchor=north east},
+legend columns=3,
+symbolic x coords={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+x tick label style={rotate=90, anchor=east, font=\small},
+enlarge x limits=0.05,
+bar width=8pt,
+]
+\addplot+[ybar, bar shift=-10pt, draw=white, fill=#E6C229] coordinates {
+(ARF,0.850974) (BayesNet,0.751906) (CTGAN,0.809258) (ForestDiffusion,0.737932) (RealTabFormer,0.803291) (TabbyFlow,0.737932) (TabDDPM,0.154985) (TabDiff,0.737990) (TabPFGen,0.736831) (TabSyn,0.737990) (TVAE,0.755763)
+};
+\addlegendentry{Categorical}
+\addplot+[ybar, bar shift=0pt, draw=white, fill=#3FA7D6] coordinates {
+(ARF,0.804746) (BayesNet,0.804537) (CTGAN,0.795905) (ForestDiffusion,0.754851) (RealTabFormer,0.993508) (TabbyFlow,0.754851) (TabDDPM,0.902311) (TabDiff,0.754851) (TabPFGen,0.754851) (TabSyn,0.754851) (TVAE,0.673898)
+};
+\addlegendentry{Mixed}
+\addplot+[ybar, bar shift=10pt, draw=white, fill=#D1495B] coordinates {
+(ARF,0.885773) (BayesNet,0.889781) (CTGAN,0.885577) (ForestDiffusion,0.885773) (RealTabFormer,0.988941) (TabbyFlow,0.885773) (TabDiff,0.885773) (TabPFGen,0.915683) (TabSyn,0.885773) (TVAE,0.812604)
+};
+\addlegendentry{Numerical}
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.tex

@@ -0,0 +1,38 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\pgfplotsset{compat=1.18}
+\usepackage{xcolor}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+title={Marginal missing-rate score across regimes},
+width=15.6cm,
+height=7.0cm,
+ymin=0, ymax=1.02,
+ylabel={Score},
+xlabel={Model},
+ymajorgrids=true,
+grid style={gray!25},
+legend style={draw=none, fill=none, at={(0.98,0.98)}, anchor=north east},
+legend columns=3,
+symbolic x coords={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+x tick label style={rotate=90, anchor=east, font=\small},
+enlarge x limits=0.05,
+bar width=8pt,
+]
+\addplot+[ybar, bar shift=-10pt, draw=white, fill=#E6C229] coordinates {
+(ARF,0.853799) (BayesNet,0.752670) (CTGAN,0.816968) (ForestDiffusion,0.737932) (RealTabFormer,0.804009) (TabbyFlow,0.737932) (TabDDPM,0.154985) (TabDiff,0.737990) (TabPFGen,0.736831) (TabSyn,0.737990) (TVAE,0.757970)
+};
+\addlegendentry{Categorical}
+\addplot+[ybar, bar shift=0pt, draw=white, fill=#3FA7D6] coordinates {
+(ARF,0.806171) (BayesNet,0.804934) (CTGAN,0.796964) (ForestDiffusion,0.754851) (RealTabFormer,0.993769) (TabbyFlow,0.754851) (TabDDPM,0.902311) (TabDiff,0.754851) (TabPFGen,0.754851) (TabSyn,0.754851) (TVAE,0.676737)
+};
+\addlegendentry{Mixed}
+\addplot+[ybar, bar shift=10pt, draw=white, fill=#D1495B] coordinates {
+(ARF,0.885773) (BayesNet,0.891196) (CTGAN,0.886285) (ForestDiffusion,0.885773) (RealTabFormer,0.990880) (TabbyFlow,0.885773) (TabDiff,0.885773) (TabPFGen,0.915683) (TabSyn,0.885773) (TVAE,0.813416)
+};
+\addlegendentry{Numerical}
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.tex

@@ -0,0 +1,38 @@
+\documentclass[tikz,border=4pt]{standalone}
+\usepackage{pgfplots}
+\pgfplotsset{compat=1.18}
+\usepackage{xcolor}
+\begin{document}
+\begin{tikzpicture}
+\begin{axis}[
+title={Co-missingness profile score across regimes},
+width=15.6cm,
+height=7.0cm,
+ymin=0, ymax=1.02,
+ylabel={Score},
+xlabel={Model},
+ymajorgrids=true,
+grid style={gray!25},
+legend style={draw=none, fill=none, at={(0.98,0.98)}, anchor=north east},
+legend columns=3,
+symbolic x coords={ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE},
+xtick=data,
+x tick label style={rotate=90, anchor=east, font=\small},
+enlarge x limits=0.05,
+bar width=8pt,
+]
+\addplot+[ybar, bar shift=-10pt, draw=white, fill=#E6C229] coordinates {
+(ARF,0.848151) (BayesNet,0.751142) (CTGAN,0.801548) (ForestDiffusion,0.737932) (RealTabFormer,0.802574) (TabbyFlow,0.737932) (TabDDPM,0.154985) (TabDiff,0.737990) (TabPFGen,0.736831) (TabSyn,0.737990) (TVAE,0.753556)
+};
+\addlegendentry{Categorical}
+\addplot+[ybar, bar shift=0pt, draw=white, fill=#3FA7D6] coordinates {
+(ARF,0.803322) (BayesNet,0.804140) (CTGAN,0.794845) (ForestDiffusion,0.754851) (RealTabFormer,0.993247) (TabbyFlow,0.754851) (TabDDPM,0.902311) (TabDiff,0.754851) (TabPFGen,0.754851) (TabSyn,0.754851) (TVAE,0.671059)
+};
+\addlegendentry{Mixed}
+\addplot+[ybar, bar shift=10pt, draw=white, fill=#D1495B] coordinates {
+(ARF,0.885773) (BayesNet,0.888364) (CTGAN,0.884870) (ForestDiffusion,0.885773) (RealTabFormer,0.987002) (TabbyFlow,0.885773) (TabDiff,0.885773) (TabPFGen,0.915683) (TabSyn,0.885773) (TVAE,0.811791)
+};
+\addlegendentry{Numerical}
+\end{axis}
+\end{tikzpicture}
+\end{document}

missingness_regime_diagnostic/final/README.txt

@@ -0,0 +1,14 @@
+Missingness regime diagnostic bundle
+
+Main figure:
+- figures/missingness_regime_grouped_bars_main.png
+- figures/missingness_regime_grouped_bars_main.tex
+
+Appendix figures:
+- figures/missingness_regime_grouped_bars_profile_appendix.png
+- figures/missingness_regime_grouped_bars_profile_appendix.tex
+- figures/missingness_regime_grouped_bars_marginal_appendix.png
+- figures/missingness_regime_grouped_bars_marginal_appendix.tex
+
+Text insight:
+- final/missingness_regime_insights.txt

missingness_regime_diagnostic/final/missingness_regime_insights.txt

@@ -0,0 +1,5 @@
+Insight 1: Numerical missingness is the hardest regime for most models.
+Across the regime summary, most models follow a categorical -> mixed -> numerical decline or at least end lower on numerical than on the other two regimes. The numerical column is especially weak for ARF (0.886), BayesNet (0.890), CTGAN (0.886), TabSyn (0.886), and TabbyFlow (0.886).
+
+Insight 2: Some models collapse sharply on numerical missingness, but RealTabFormer remains stable.
+RealTabFormer stays high in all three regimes with c/m/n = 0.803/0.994/0.989. By contrast, the largest mixed-to-numerical drops come from RealTabFormer (0.994 -> 0.989), ARF (0.805 -> 0.886), and BayesNet (0.805 -> 0.890). This suggests that preserving numerical missingness structure is not just uniformly harder; for some models it is a clear regime-specific failure mode.