diff --git a/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.pdf b/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2ff85ec74a431a13c69e223c16b774716f84359c Binary files /dev/null and b/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.pdf differ diff --git a/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.png b/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..7a667951a61a8ab8e78edcbfa4fe5216014d5768 --- /dev/null +++ b/conditional_breakdown/v2/conditional_branch_dumbbell_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85333ba2a91c61f0f20113d8a33b18ed32a5e7a63af49b7000616282d56e2cb2 +size 198274 diff --git a/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.png b/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..49ef0c3d38468e99e86fbbe8c0b3f1a31a01b613 --- /dev/null +++ b/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:aef189ec6d0e1f605f942ea93c0b0c92d0bfa55bf1805bf1b312242cfd3a2ef4 +size 193309 diff --git a/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.tex b/conditional_breakdown/v2/conditional_dataset_model_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..d2b7eff25524a055967829cd924702208848d0fc --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.png b/conditional_breakdown/v2/conditional_family_subitem_bars_appendix__v2.png new file mode 100644 index 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0000000000000000000000000000000000000000..fd3fe1c1b9370b68d1cd0540ef2f0d00d41cadce --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.png b/conditional_breakdown/v2/conditional_subgroup_tradeoff_scatter__m__v2.png new file mode 100644 index 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0000000000000000000000000000000000000000..d2b7eff25524a055967829cd924702208848d0fc --- /dev/null +++ b/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} diff --git a/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.pdf b/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2dd2637d520bd641cf2da0e3770860dded68dabc Binary files /dev/null and b/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.pdf differ diff --git a/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.png b/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..970a9014ae61a66389a0719b3cf273114a97d51e --- /dev/null +++ b/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:85a4b6b62e8435859d8a148e251abebb5350f7421d3aad63d964ede89b78f2d6 +size 147279 diff --git a/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.tex b/conditional_breakdown/v2/must_do/conditional_family_subitem_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..d65d2d5c31c671aa96d6fab8cc1e51973bb8709c --- /dev/null +++ b/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}, 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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} diff --git a/conditional_breakdown/v2/must_do/conditional_model_subitem_heatmap_appendix__v2.pdf b/conditional_breakdown/v2/must_do/conditional_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..679761ad7997c1a201a93495751be56998d2d025 Binary files /dev/null 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b/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} diff --git a/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.pdf b/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..107062f48c4f22aced7aa33da164c3a3cc66adc8 Binary files /dev/null and b/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.pdf differ diff --git a/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.png b/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..7ad7db73abf01324d5c689e4273dc934bae53269 --- /dev/null +++ b/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:faaa777be51ecba8c3b04b6a4ece19488f5e9546c26633eca9d3b4eb0f4f6a42 +size 187994 diff --git a/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.tex b/conditional_breakdown/v2/must_do/conditional_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..0006145e4447b1e687e6d87c9024e1e40305070a --- /dev/null +++ b/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 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0000000000000000000000000000000000000000..11e72635172407ffd9799333daa1fc663ea95ada --- /dev/null +++ b/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) }; 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+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} diff --git a/conditional_breakdown/v2/prefix_summary__v2.csv b/conditional_breakdown/v2/prefix_summary__v2.csv new file mode 100644 index 0000000000000000000000000000000000000000..001c9046270ac6748b4d634a31c68868cdd1e923 --- /dev/null +++ b/conditional_breakdown/v2/prefix_summary__v2.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9242c17f0cac44f4756aa83f0819bc37b66c30225eb06ad8805478113e58e3d5 +size 3382 diff --git a/missingness_regime_diagnostic/data/missingness_regime_grouped_bars_main.csv b/missingness_regime_diagnostic/data/missingness_regime_grouped_bars_main.csv new file mode 100644 index 0000000000000000000000000000000000000000..495d278b718c611594b92bc25fcfde4dbb64992a --- /dev/null +++ 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0000000000000000000000000000000000000000..0c7962d6b50b91129bd0785ff64ecbe4baed889b --- /dev/null +++ b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_main.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:defc78683672f5e5aa70d06c97494223aa67938c57f2f568af40cc364256588c +size 113795 diff --git a/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_main.tex b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_main.tex new file mode 100644 index 0000000000000000000000000000000000000000..0872621f19c722b798f745b9f1c30aa95771d185 --- /dev/null +++ b/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} diff --git a/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.pdf b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.pdf new file mode 100644 index 0000000000000000000000000000000000000000..207bf5720a43c6eb82d9f6b32a0fd2adb9aa29be Binary files /dev/null and b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.pdf differ diff --git a/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.png b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.png new file mode 100644 index 0000000000000000000000000000000000000000..4145113e1a3e927935a29c7fc2cdd4489cf6f52d --- /dev/null +++ b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2954a82d15018d2377f768f2b086da57ead37f812bd1aa01ecbada2775029633 +size 113334 diff --git a/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.tex b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_marginal_appendix.tex new file mode 100644 index 0000000000000000000000000000000000000000..9eaad534b4525692d7b056613e5603a49ed68fe0 --- /dev/null +++ b/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} diff --git a/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.pdf b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.pdf new file mode 100644 index 0000000000000000000000000000000000000000..1f1e66b03f100760f93d8f2389eedebb8c2a3f52 Binary files /dev/null and b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.pdf differ diff --git a/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.png b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.png new file mode 100644 index 0000000000000000000000000000000000000000..37625dc6d8ddfb02977cd83c5b428a8ff41a51e2 --- /dev/null +++ b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2302adf98922c9b63fb37458685553716f14b8378ece07abcc3b33b529e5f5d9 +size 115052 diff --git a/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.tex b/missingness_regime_diagnostic/figures/missingness_regime_grouped_bars_profile_appendix.tex new file mode 100644 index 0000000000000000000000000000000000000000..82df53dc8ec5293788db28e2ceeae1ad2a8e128f --- /dev/null +++ b/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} diff --git a/missingness_regime_diagnostic/final/README.txt b/missingness_regime_diagnostic/final/README.txt new file mode 100644 index 0000000000000000000000000000000000000000..45eebe8da7b116af5aed0a873f4679923186d326 --- /dev/null +++ b/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 diff --git a/missingness_regime_diagnostic/final/missingness_regime_insights.txt b/missingness_regime_diagnostic/final/missingness_regime_insights.txt new file mode 100644 index 0000000000000000000000000000000000000000..a0f4bc49098d69b86a317d8ac45d2959da46d2fc --- /dev/null +++ b/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). 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