diff --git a/.gitattributes b/.gitattributes index 66565e592cd2f48705174bfe71a3c2f5230eb63d..7d96569d766e58842029031ea9a4ecd8d702aca7 100644 --- a/.gitattributes +++ b/.gitattributes @@ -630,3 +630,4 @@ sql_workloads/v2_current/analysis_runs/trainonly_v2_current_success_official_20w sql_workloads/v2_current/analysis_runs/trainonly_v2_current_success_official_20way_official20_20260519_232817/datasets/n17/analysis_query_scores__n17.jsonl filter=lfs diff=lfs merge=lfs -text sql_workloads/v2_current/analysis_runs/trainonly_v2_current_success_official_20way_official20_20260519_232817/datasets/n9/analysis_query_scores__n9.jsonl filter=lfs diff=lfs merge=lfs -text sql_workloads/v2_current/analysis_runs/trainonly_v2_current_success_official_20way_official20_20260519_232817/summaries/analysis_query_scores__all_datasets.jsonl filter=lfs diff=lfs merge=lfs -text +compare_updated_figures.pdf filter=lfs diff=lfs merge=lfs -text diff --git a/compare_updated_figures.pdf b/compare_updated_figures.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a16f8f37b3282efb11c295d63a5c3d13f773a467 --- /dev/null +++ b/compare_updated_figures.pdf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ac8a526e88ac3561f282262b6f3a5c7035c15ccc26e98803442aa068b3513ebe +size 3730224 diff --git a/conditional_breakdown/conditional_family_subitem_bars_appendix__v2.png b/conditional_breakdown/conditional_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..970a9014ae61a66389a0719b3cf273114a97d51e --- /dev/null +++ b/conditional_breakdown/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/model_summary__m__v2.csv b/conditional_breakdown/model_summary__m__v2.csv new file mode 100644 index 0000000000000000000000000000000000000000..f447164a7c5186764573f5deb8e96109ca992cbb --- /dev/null +++ b/conditional_breakdown/model_summary__m__v2.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fcfe0f63373b7bf805721b360ffa58f96200f5fada8821db66a0dec85bf60603 +size 6001 diff --git a/conditional_locality_support_diagnostics/conditional_locality_summary.csv b/conditional_locality_support_diagnostics/conditional_locality_summary.csv new file mode 100644 index 0000000000000000000000000000000000000000..92512b196b3dc0475221d8cbfc57f32428f5cd5a --- /dev/null +++ b/conditional_locality_support_diagnostics/conditional_locality_summary.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5afed361a5a2f0554ed632d9cbec79d60057d830941d94d998c46d8972f93e79 +size 583 diff --git a/conditional_locality_support_diagnostics/conditional_support_bucket_summary.csv b/conditional_locality_support_diagnostics/conditional_support_bucket_summary.csv new file mode 100644 index 0000000000000000000000000000000000000000..0d3d82ce6460b3991039a35bf03070450c17793e --- /dev/null +++ b/conditional_locality_support_diagnostics/conditional_support_bucket_summary.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7965db337cf31857da43978cca686da336d7d115bde7c5a29da42cffdef108b9 +size 601 diff --git a/conditional_locality_support_diagnostics/conditional_support_method_audit.csv b/conditional_locality_support_diagnostics/conditional_support_method_audit.csv new file mode 100644 index 0000000000000000000000000000000000000000..8df378546a29f47289fdea1d213177a1c1bd5440 --- /dev/null +++ b/conditional_locality_support_diagnostics/conditional_support_method_audit.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f9849e821ad63ba22c29eae6ff32768ddcff0e728e28e327323393eb51f3fa75 +size 5453167 diff --git a/conditional_locality_support_diagnostics/conditional_template_mapping.csv b/conditional_locality_support_diagnostics/conditional_template_mapping.csv new file mode 100644 index 0000000000000000000000000000000000000000..1f41615b279391e6a648ff00acea73439b73541b --- /dev/null +++ b/conditional_locality_support_diagnostics/conditional_template_mapping.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f5585cb278734fa4a430c8cd0bed1ba97694075ae172f11bc0bb530134e61324 +size 2898 diff --git a/conditional_locality_support_diagnostics/fig_conditional_locality_by_model.png b/conditional_locality_support_diagnostics/fig_conditional_locality_by_model.png new file mode 100644 index 0000000000000000000000000000000000000000..143fd02fcc9be47b2281026d59c419d697943f7a --- /dev/null +++ b/conditional_locality_support_diagnostics/fig_conditional_locality_by_model.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:534029d7738f88a3a751cc0a9d417022894725ea876d75a75b94398af9f48783 +size 546702 diff --git a/missingness_breakdown/missingness_dataset_model_heatmap_appendix__v2.png b/missingness_breakdown/missingness_dataset_model_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..b14a9a1401a9714f85c2cb96767a15ef8ae0c853 --- /dev/null +++ b/missingness_breakdown/missingness_dataset_model_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27280c17d06f5c40052c6b6a16981f0cf4da2c77619c5e007a3881a6aed18740 +size 106279 diff --git a/missingness_breakdown/missingness_family_subitem_bars_appendix__v2.png b/missingness_breakdown/missingness_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..97af70e843d717b676b006488dda5a17e7469945 --- /dev/null +++ b/missingness_breakdown/missingness_family_subitem_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fdd5a4eba4462fc616d619edd6474ab141bbe81b21f096266b39695aacd53f0b +size 138496 diff --git a/missingness_breakdown/missingness_model_subitem_heatmap_appendix__v2.png b/missingness_breakdown/missingness_model_subitem_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..a5492a1d0b60808ddf96c4a72b1c2e96543578ce --- /dev/null +++ b/missingness_breakdown/missingness_model_subitem_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b4232cf37a2783d2e454bfc99259b61aa7665f6361fd35db63fca37e60d0171 +size 157158 diff --git a/missingness_breakdown/missingness_prefix_bars_appendix__v2.png b/missingness_breakdown/missingness_prefix_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..8175b45c1b2cf61a24efec6300b07a085d759d89 --- /dev/null +++ b/missingness_breakdown/missingness_prefix_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cef4d07c1ef8b901bc7b5e4c1b18e223ed792f3c8d2d7ce14a34e2546c22352f +size 104783 diff --git a/missingness_breakdown/missingness_tradeoff_scatter_main__v2.png b/missingness_breakdown/missingness_tradeoff_scatter_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..966ed080a672168eda8ff120579e3dbefee425fd --- /dev/null +++ b/missingness_breakdown/missingness_tradeoff_scatter_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18b4bbfff59152cc489dffad688e5f23288d7a8f58737180acbe3ada70cd166e +size 87501 diff --git a/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.png b/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..b14a9a1401a9714f85c2cb96767a15ef8ae0c853 --- /dev/null +++ b/missingness_breakdown/must_do/missingness_dataset_model_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27280c17d06f5c40052c6b6a16981f0cf4da2c77619c5e007a3881a6aed18740 +size 106279 diff --git a/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.png b/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..97af70e843d717b676b006488dda5a17e7469945 --- /dev/null +++ b/missingness_breakdown/must_do/missingness_family_subitem_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fdd5a4eba4462fc616d619edd6474ab141bbe81b21f096266b39695aacd53f0b +size 138496 diff --git a/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.png b/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..a5492a1d0b60808ddf96c4a72b1c2e96543578ce --- /dev/null +++ b/missingness_breakdown/must_do/missingness_model_subitem_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b4232cf37a2783d2e454bfc99259b61aa7665f6361fd35db63fca37e60d0171 +size 157158 diff --git a/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.png b/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..8175b45c1b2cf61a24efec6300b07a085d759d89 --- /dev/null +++ b/missingness_breakdown/must_do/missingness_prefix_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cef4d07c1ef8b901bc7b5e4c1b18e223ed792f3c8d2d7ce14a34e2546c22352f +size 104783 diff --git a/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.png b/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..966ed080a672168eda8ff120579e3dbefee425fd --- /dev/null +++ b/missingness_breakdown/must_do/missingness_tradeoff_scatter_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18b4bbfff59152cc489dffad688e5f23288d7a8f58737180acbe3ada70cd166e +size 87501 diff --git a/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.png b/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..b14a9a1401a9714f85c2cb96767a15ef8ae0c853 --- /dev/null +++ b/missingness_breakdown/v2/missingness_dataset_model_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27280c17d06f5c40052c6b6a16981f0cf4da2c77619c5e007a3881a6aed18740 +size 106279 diff --git a/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.png b/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..97af70e843d717b676b006488dda5a17e7469945 --- /dev/null +++ b/missingness_breakdown/v2/missingness_family_subitem_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fdd5a4eba4462fc616d619edd6474ab141bbe81b21f096266b39695aacd53f0b +size 138496 diff --git a/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.png b/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..a5492a1d0b60808ddf96c4a72b1c2e96543578ce --- /dev/null +++ b/missingness_breakdown/v2/missingness_model_subitem_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b4232cf37a2783d2e454bfc99259b61aa7665f6361fd35db63fca37e60d0171 +size 157158 diff --git a/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.png b/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..8175b45c1b2cf61a24efec6300b07a085d759d89 --- /dev/null +++ b/missingness_breakdown/v2/missingness_prefix_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cef4d07c1ef8b901bc7b5e4c1b18e223ed792f3c8d2d7ce14a34e2546c22352f +size 104783 diff --git a/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.png b/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..966ed080a672168eda8ff120579e3dbefee425fd --- /dev/null +++ b/missingness_breakdown/v2/missingness_tradeoff_scatter_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18b4bbfff59152cc489dffad688e5f23288d7a8f58737180acbe3ada70cd166e +size 87501 diff --git a/missingness_breakdown/v2/model_summary__v2.csv b/missingness_breakdown/v2/model_summary__v2.csv new file mode 100644 index 0000000000000000000000000000000000000000..092b4ca9ac2fec93155fafcef845dba8ca575e30 --- /dev/null +++ b/missingness_breakdown/v2/model_summary__v2.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:af120406affe1775c2c029a006189612e6651b7213877e7d9e444442a72edc3e +size 5850 diff --git a/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.png b/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..b14a9a1401a9714f85c2cb96767a15ef8ae0c853 --- /dev/null +++ b/missingness_breakdown/v2/must_do/missingness_dataset_model_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:27280c17d06f5c40052c6b6a16981f0cf4da2c77619c5e007a3881a6aed18740 +size 106279 diff --git a/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.png b/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..97af70e843d717b676b006488dda5a17e7469945 --- /dev/null +++ b/missingness_breakdown/v2/must_do/missingness_family_subitem_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:fdd5a4eba4462fc616d619edd6474ab141bbe81b21f096266b39695aacd53f0b +size 138496 diff --git a/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.png b/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..a5492a1d0b60808ddf96c4a72b1c2e96543578ce --- /dev/null +++ b/missingness_breakdown/v2/must_do/missingness_model_subitem_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7b4232cf37a2783d2e454bfc99259b61aa7665f6361fd35db63fca37e60d0171 +size 157158 diff --git a/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.png b/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..8175b45c1b2cf61a24efec6300b07a085d759d89 --- /dev/null +++ b/missingness_breakdown/v2/must_do/missingness_prefix_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cef4d07c1ef8b901bc7b5e4c1b18e223ed792f3c8d2d7ce14a34e2546c22352f +size 104783 diff --git a/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.png b/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..966ed080a672168eda8ff120579e3dbefee425fd --- /dev/null +++ b/missingness_breakdown/v2/must_do/missingness_tradeoff_scatter_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:18b4bbfff59152cc489dffad688e5f23288d7a8f58737180acbe3ada70cd166e +size 87501 diff --git a/missingness_breakdown/v2/prefix_summary__v2.csv b/missingness_breakdown/v2/prefix_summary__v2.csv new file mode 100644 index 0000000000000000000000000000000000000000..0cf987fefe444d41c8add8c056c61540268ac903 --- /dev/null +++ b/missingness_breakdown/v2/prefix_summary__v2.csv @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5d0c976768ebcba07b8364cc3ff1a8ea9e0c0243d4aac5ebaa02a82bf381ae65 +size 2055 diff --git a/missingness_regime_diagnostic/manifest.json b/missingness_regime_diagnostic/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7e675e0936ca198937eb9cf0ada5ff42fcf2a4bc --- /dev/null +++ b/missingness_regime_diagnostic/manifest.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:53d0c2911c2b8f9618d0066ad004cc48df1809999f332a66c9067c67b2d3b667 +size 901 diff --git a/subgroup_breakdown/subgroup_branch_dumbbell_main__v2.png b/subgroup_breakdown/subgroup_branch_dumbbell_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..94f2e91d8dbb5bc0e3b3ab10c11ab0504f1ddd99 --- /dev/null +++ b/subgroup_breakdown/subgroup_branch_dumbbell_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e03edc6db229f3ce830df915b7469445543b0ec46e23f155835629d4f918e8c5 +size 171509 diff --git a/subgroup_breakdown/subgroup_tradeoff_scatter_main__v2.png b/subgroup_breakdown/subgroup_tradeoff_scatter_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..5db071c447b66c1cf6a15d35d6d2978963b47058 --- /dev/null +++ b/subgroup_breakdown/subgroup_tradeoff_scatter_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3733f68f04cdbfd1f59335f61aba685e143e563f1f530741d322d40efe4b891b +size 327325 diff --git a/subgroup_breakdown/v2/analysis_report__v2.md b/subgroup_breakdown/v2/analysis_report__v2.md new file mode 100644 index 0000000000000000000000000000000000000000..39179148faae8235f294ec0f5255390a441f011b --- /dev/null +++ b/subgroup_breakdown/v2/analysis_report__v2.md @@ -0,0 +1,36 @@ +# Subgroup Breakdown Report + +## Scope + +- Source analysis run: `trainonly_v2_current_success_official_20way_official20_20260519_232817` +- Family analyzed: `subgroup_structure` +- Excluded models: `cdtd, codi, goggle` +- Included models: `12` +- Deduplicated dataset-model panels: `536` +- Subgroup query rows used: `10977` + +## Canonical decomposition + +- `subgroup_structure = 0.5 * internal_profile_stability + 0.5 * subgroup_size_stability` +- `internal_profile_stability` captures subgroup-internal feature/distribution behavior. +- `subgroup_size_stability` captures whether subgroup support/size structure is preserved. + +## Main findings + +1. `REAL` is the expected perfect upper bound with subgroup score `1.000`. Among synthetic generators, `RealTabFormer` is strongest with mean subgroup score `0.817` across `47` datasets. +2. `TabDDPM` leans most toward internal-profile preservation (profile minus size = `-0.003`), while `ForestDiffusion` is the clearest size-heavy model (profile minus size = `-0.042`). +3. `TabDDPM` is the most balanced model between the two subgroup branches with mean absolute branch gap `0.003`. +4. Dataset difficulty is uneven: `c6` is the hardest dataset on subgroup score (`0.083` mean across models), while `c3` is the easiest (`1.000`). + +## Files to use first + +- `figures/subgroup_tradeoff_scatter_main.pdf` +- `figures/subgroup_branch_dumbbell_main.pdf` +- `figures/subgroup_prefix_bars_appendix.pdf` +- `tables/subgroup_model_summary_generated.tex` +- `data/model_summary.csv` + +## Prefix note + +- Prefix coverage summary rows: `36` +- The `c / m / n` split is exported explicitly because subgroup behavior differs by dataset family, not just by overall model average. diff --git a/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.png b/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..a148370784ca96279b8f0cb9170ddca78ee52b6e --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_dataset_model_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:152941116aeca46786f4a4b480c0439ed9a6aa5c98744cb193ff8812764c48a1 +size 219301 diff --git a/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.png b/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..9be92125931304edc82964aa8d965ce5d36605b1 --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_family_subitem_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a2e82a61039f289abb01f1bcd8558d810c849b07e63c4a485ee6a04f8527a907 +size 131168 diff --git a/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.png b/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..38ce0a39270a5f020162fac7c5ec4a36c01d4fb3 --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_model_subitem_heatmap_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cbd53a9faed556359dd15171d527635d96901310e96eb76d9aae3647b7985cfd +size 149404 diff --git a/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.png b/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..870e50e03f85df18bacea933040be4cd067fb7cd --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_prefix_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b6b28958fe5f4e8b4353cd589309e3736855e998585c9363ceff7bb5429c5039 +size 184480 diff --git a/subgroup_breakdown/v2/must_do/subgroup_tradeoff_scatter_main__v2.png b/subgroup_breakdown/v2/must_do/subgroup_tradeoff_scatter_main__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..5db071c447b66c1cf6a15d35d6d2978963b47058 --- /dev/null +++ b/subgroup_breakdown/v2/must_do/subgroup_tradeoff_scatter_main__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3733f68f04cdbfd1f59335f61aba685e143e563f1f530741d322d40efe4b891b +size 327325 diff --git a/subgroup_breakdown/v2/subgroup_branch_dumbbell_main__v2.pdf b/subgroup_breakdown/v2/subgroup_branch_dumbbell_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..eea6ac02218e44fc1c56effddaef2a5315b3f732 Binary files /dev/null and b/subgroup_breakdown/v2/subgroup_branch_dumbbell_main__v2.pdf differ diff --git a/subgroup_breakdown/v2/subgroup_branch_dumbbell_main__v2.tex b/subgroup_breakdown/v2/subgroup_branch_dumbbell_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..0a961abebce7b30a0e48a98446bf911a82a64975 --- /dev/null +++ b/subgroup_breakdown/v2/subgroup_branch_dumbbell_main__v2.tex @@ -0,0 +1,90 @@ +\documentclass[tikz,border=4pt]{standalone} +\usepackage{pgfplots} +\usepackage{xcolor} +\usetikzlibrary{patterns} +\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{axis}[ +width=13.2cm, +height=9.8cm, +xmin=0.15, xmax=1.03, +ytick={12,11,10,9,8,7,6,5,4,3,2,1}, +yticklabels={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}, +y dir=reverse, +xlabel={Score}, +grid=both, +grid style={draw=gray!18}, +tick style={draw=black!70}, +legend style={draw=none, fill=none, font=\scriptsize, at={(0.03,0.03)}, anchor=south west}, +] +\draw[line width=0.9pt, color=modelreal!70] (axis cs:1.0000,12) -- (axis cs:1.0000,12); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modelreal, fill=modelreal] coordinates { (1.0000,12) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modelreal, fill=modelreal] coordinates { (1.0000,12) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (1.0000,12) }; +\draw[line width=0.9pt, color=modelarf!70] (axis cs:0.7577,11) -- (axis cs:0.7140,11); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modelarf, fill=modelarf] coordinates { (0.7577,11) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modelarf, fill=modelarf] coordinates { (0.7140,11) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.7203,11) }; +\draw[line width=0.9pt, color=modelbayesnet!70] (axis cs:0.7641,10) -- (axis cs:0.7278,10); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (0.7641,10) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (0.7278,10) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.7300,10) }; +\draw[line width=0.9pt, color=modelctgan!70] (axis cs:0.7405,9) -- (axis cs:0.6734,9); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modelctgan, fill=modelctgan] coordinates { (0.7405,9) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modelctgan, fill=modelctgan] coordinates { (0.6734,9) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.6803,9) }; +\draw[line width=0.9pt, color=modelforestdiffusion!70] (axis cs:0.7003,8) -- (axis cs:0.6380,8); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (0.7003,8) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (0.6380,8) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.6566,8) }; +\draw[line width=0.9pt, color=modelrealtabformer!70] (axis cs:0.8465,7) -- (axis cs:0.8153,7); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (0.8465,7) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (0.8153,7) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.8167,7) }; +\draw[line width=0.9pt, color=modeltabbyflow!70] (axis cs:0.6740,6) -- (axis cs:0.6394,6); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (0.6740,6) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (0.6394,6) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.6526,6) }; +\draw[line width=0.9pt, color=modeltabddpm!70] (axis cs:0.6327,5) -- (axis cs:0.5998,5); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (0.6327,5) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (0.5998,5) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.6012,5) }; +\draw[line width=0.9pt, color=modeltabdiff!70] (axis cs:0.7070,4) -- (axis cs:0.6700,4); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (0.7070,4) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (0.6700,4) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.6744,4) }; +\draw[line width=0.9pt, color=modeltabpfgen!70] (axis cs:0.7259,3) -- (axis cs:0.6859,3); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (0.7259,3) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (0.6859,3) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.6910,3) }; +\draw[line width=0.9pt, color=modeltabsyn!70] (axis cs:0.7464,2) -- (axis cs:0.7046,2); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (0.7464,2) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (0.7046,2) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.7095,2) }; +\draw[line width=0.9pt, color=modeltvae!70] (axis cs:0.7231,1) -- (axis cs:0.6374,1); +\addplot+[only marks, mark=square*, mark size=2.4pt, draw=modeltvae, fill=modeltvae] coordinates { (0.7231,1) }; +\addplot+[only marks, mark=*, mark size=2.6pt, draw=modeltvae, fill=modeltvae] coordinates { (0.6374,1) }; +\addplot+[only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black] coordinates { (0.6554,1) }; +\addlegendimage{only marks, mark=square*, mark size=2.4pt, draw=black, fill=black} +\addlegendentry{Subgroup size stability} +\addlegendimage{only marks, mark=*, mark size=2.6pt, draw=black, fill=black} +\addlegendentry{Internal profile stability} +\addlegendimage{only marks, mark=diamond*, mark size=2.6pt, draw=black, fill=black} +\addlegendentry{Canonical subgroup score} +\end{axis} +\end{tikzpicture} +\end{document} diff --git a/subgroup_breakdown/v2/subgroup_model_subitem_heatmap_appendix__v2.pdf b/subgroup_breakdown/v2/subgroup_model_subitem_heatmap_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c44fb94e6d2d4e3dac7d62d87fab3f7c9c8bd481 Binary files /dev/null and b/subgroup_breakdown/v2/subgroup_model_subitem_heatmap_appendix__v2.pdf differ diff --git a/subgroup_breakdown/v2/subgroup_model_subitem_heatmap_appendix__v2.tex b/subgroup_breakdown/v2/subgroup_model_subitem_heatmap_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..bb14d6c177ce92724c8f94637006d7b3cc9d0f3e --- /dev/null +++ b/subgroup_breakdown/v2/subgroup_model_subitem_heatmap_appendix__v2.tex @@ -0,0 +1,20 @@ +\documentclass{standalone} +\usepackage[table]{xcolor} +\usepackage{xcolor} +\usepackage{booktabs} + +\begin{document} +\scriptsize +\textbf{Subgroup 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 +Internal profile stability & \cellcolor[HTML]{216DAF} & \cellcolor[HTML]{2166AC} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{24489D} & \cellcolor[HTML]{1E8BBD} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{1F7EB7} & \cellcolor[HTML]{1F78B4} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{1E8BBD} \\ +Subgroup size stability & \cellcolor[HTML]{225CA7} & \cellcolor[HTML]{2259A6} & \cellcolor[HTML]{2262AA} & \cellcolor[HTML]{2072B1} & \cellcolor[HTML]{243D98} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{1D8EBF} & \cellcolor[HTML]{2070B0} & \cellcolor[HTML]{2168AD} & \cellcolor[HTML]{225EA8} & \cellcolor[HTML]{2168AD} \\ +Family mean & \cellcolor[HTML]{216AAD} & \cellcolor[HTML]{2166AC} & \cellcolor[HTML]{1F7AB5} & \cellcolor[HTML]{1E83BA} & \cellcolor[HTML]{24479D} & \cellcolor[HTML]{1E85BA} & \cellcolor[HTML]{2498C1} & \cellcolor[HTML]{1F7DB6} & \cellcolor[HTML]{2076B3} & \cellcolor[HTML]{206EB0} & \cellcolor[HTML]{1E85BA} \\ +\bottomrule +\end{tabular} +\end{document} diff --git a/subgroup_breakdown/v2/subgroup_prefix_bars_appendix__v2.pdf b/subgroup_breakdown/v2/subgroup_prefix_bars_appendix__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..3a7f880d9d57e6fe4d881ee59d29dfbb7c98e198 Binary files /dev/null and b/subgroup_breakdown/v2/subgroup_prefix_bars_appendix__v2.pdf differ diff --git a/subgroup_breakdown/v2/subgroup_prefix_bars_appendix__v2.tex b/subgroup_breakdown/v2/subgroup_prefix_bars_appendix__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..95c2d49443f999fb0249bb9827219382b32112a6 --- /dev/null +++ b/subgroup_breakdown/v2/subgroup_prefix_bars_appendix__v2.tex @@ -0,0 +1,77 @@ +\documentclass[tikz,border=4pt]{standalone} +\usepackage{pgfplots} +\usepackage{xcolor} +\usetikzlibrary{patterns} +\pgfplotsset{compat=1.18} + +\usepgfplotslibrary{groupplots} +\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=1.15cm}, +width=5.0cm, +height=7.0cm, +ymin=0.0, ymax=1.0, +ymajorgrids, +grid style={draw=gray!20}, +major grid style={draw=gray!30}, +symbolic x coords={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}, +xtick=data, +x tick label style={rotate=45, anchor=east, font=\scriptsize}, +tick style={draw=black!70}, +axis line style={draw=black!70}, +] +\nextgroupplot[title={Categorical}, ylabel={Subgroup structure score}] +\addplot+[ybar, bar width=7.0pt, draw=modelreal, fill=modelreal] coordinates { (REAL,1.0000) }; +\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.8424) }; +\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.8217) }; +\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.8009) }; +\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.7727) }; +\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.8709) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.7298) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.7483) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.7795) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.7938) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.7979) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.7335) }; +\nextgroupplot[title={Mixed}, ylabel={}] +\addplot+[ybar, bar width=7.0pt, draw=modelreal, fill=modelreal] coordinates { (REAL,1.0000) }; +\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.7237) }; +\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.7325) }; +\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.6424) }; +\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.6706) }; +\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.7894) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.6806) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.6633) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.6868) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.6989) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.6956) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.5802) }; +\nextgroupplot[title={Numerical}, ylabel={}] +\addplot+[ybar, bar width=7.0pt, draw=modelreal, fill=modelreal] coordinates { (REAL,1.0000) }; +\addplot+[ybar, bar width=7.0pt, draw=modelarf, fill=modelarf] coordinates { (ARF,0.5815) }; +\addplot+[ybar, bar width=7.0pt, draw=modelbayesnet, fill=modelbayesnet] coordinates { (BayesNet,0.6260) }; +\addplot+[ybar, bar width=7.0pt, draw=modelctgan, fill=modelctgan] coordinates { (CTGAN,0.5701) }; +\addplot+[ybar, bar width=7.0pt, draw=modelforestdiffusion, fill=modelforestdiffusion] coordinates { (ForestDiffusion,0.5177) }; +\addplot+[ybar, bar width=7.0pt, draw=modelrealtabformer, fill=modelrealtabformer] coordinates { (RealTabFormer,0.7738) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabbyflow, fill=modeltabbyflow] coordinates { (TabbyFlow,0.5393) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabddpm, fill=modeltabddpm] coordinates { (TabDDPM,0.4428) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabdiff, fill=modeltabdiff] coordinates { (TabDiff,0.5616) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabpfgen, fill=modeltabpfgen] coordinates { (TabPFGen,0.5764) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltabsyn, fill=modeltabsyn] coordinates { (TabSyn,0.5748) }; +\addplot+[ybar, bar width=7.0pt, draw=modeltvae, fill=modeltvae] coordinates { (TVAE,0.6168) }; +\end{groupplot} +\end{tikzpicture} +\end{document} diff --git a/subgroup_breakdown/v2/subgroup_tradeoff_scatter_main__v2.pdf b/subgroup_breakdown/v2/subgroup_tradeoff_scatter_main__v2.pdf new file mode 100644 index 0000000000000000000000000000000000000000..53d9c54d677cc3d6e870990fa5034c6dd21fc8b6 Binary files /dev/null and b/subgroup_breakdown/v2/subgroup_tradeoff_scatter_main__v2.pdf differ diff --git a/subgroup_breakdown/v2/subgroup_tradeoff_scatter_main__v2.tex b/subgroup_breakdown/v2/subgroup_tradeoff_scatter_main__v2.tex new file mode 100644 index 0000000000000000000000000000000000000000..672fb4c80506f1c4c3822fe1aaf3cfc62aab18b0 --- /dev/null +++ b/subgroup_breakdown/v2/subgroup_tradeoff_scatter_main__v2.tex @@ -0,0 +1,116 @@ +\documentclass[tikz,border=4pt]{standalone} +\usepackage{pgfplots} +\usepackage{xcolor} +\usetikzlibrary{patterns} +\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{axis}[ +width=14.6cm, +height=8.4cm, +ymin=0.0, ymax=1.03, +xlabel={Model}, +ylabel={Score}, +ymajorgrids, +grid style={draw=gray!20}, +major grid style={draw=gray!30}, +axis line style={draw=black!70}, +tick style={draw=black!70}, +symbolic x coords={REAL,ARF,BayesNet,CTGAN,ForestDiffusion,RealTabFormer,TabbyFlow,TabDDPM,TabDiff,TabPFGen,TabSyn,TVAE}, +xtick=data, +xticklabel style={rotate=45, anchor=east, font=\scriptsize}, +legend style={draw=none, fill=none, font=\scriptsize, at={(0.98,0.98)}, anchor=north east}, +] +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelreal, fill=modelreal, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (REAL,1.0000) +- (0,0.0000) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelreal, fill=white, pattern=north east lines, pattern color=modelreal, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (REAL,1.0000) +- (0,0.0000) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelarf, fill=modelarf, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (ARF,0.7140) +- (0,0.1080) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelarf, fill=white, pattern=north east lines, pattern color=modelarf, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (ARF,0.7577) +- (0,0.1106) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelbayesnet, fill=modelbayesnet, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (BayesNet,0.7278) +- (0,0.1026) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelbayesnet, fill=white, pattern=north east lines, pattern color=modelbayesnet, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (BayesNet,0.7641) +- (0,0.1057) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelctgan, fill=modelctgan, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (CTGAN,0.6734) +- (0,0.1080) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelctgan, fill=white, pattern=north east lines, pattern color=modelctgan, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (CTGAN,0.7405) +- (0,0.1008) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelforestdiffusion, fill=modelforestdiffusion, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (ForestDiffusion,0.6380) +- (0,0.1075) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelforestdiffusion, fill=white, pattern=north east lines, pattern color=modelforestdiffusion, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (ForestDiffusion,0.7003) +- (0,0.1116) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modelrealtabformer, fill=modelrealtabformer, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (RealTabFormer,0.8153) +- (0,0.0886) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modelrealtabformer, fill=white, pattern=north east lines, pattern color=modelrealtabformer, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (RealTabFormer,0.8465) +- (0,0.0838) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabbyflow, fill=modeltabbyflow, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabbyFlow,0.6394) +- (0,0.1094) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabbyflow, fill=white, pattern=north east lines, pattern color=modeltabbyflow, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabbyFlow,0.6740) +- (0,0.1151) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabddpm, fill=modeltabddpm, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabDDPM,0.5998) +- (0,0.1290) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabddpm, fill=white, pattern=north east lines, pattern color=modeltabddpm, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabDDPM,0.6327) +- (0,0.1355) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabdiff, fill=modeltabdiff, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabDiff,0.6700) +- (0,0.1130) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabdiff, fill=white, pattern=north east lines, pattern color=modeltabdiff, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabDiff,0.7070) +- (0,0.1186) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabpfgen, fill=modeltabpfgen, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabPFGen,0.6859) +- (0,0.1149) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabpfgen, fill=white, pattern=north east lines, pattern color=modeltabpfgen, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabPFGen,0.7259) +- (0,0.1241) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltabsyn, fill=modeltabsyn, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabSyn,0.7046) +- (0,0.1162) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltabsyn, fill=white, pattern=north east lines, pattern color=modeltabsyn, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TabSyn,0.7464) +- (0,0.1194) }; +\addplot+[ybar, bar width=6.5pt, bar shift=-3.8pt, draw=modeltvae, fill=modeltvae, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TVAE,0.6374) +- (0,0.1002) }; +\addplot+[ybar, bar width=6.5pt, bar shift=3.8pt, draw=modeltvae, fill=white, pattern=north east lines, pattern color=modeltvae, +error bars/.cd, y dir=both, y explicit, error bar style={line width=0.8pt}] +coordinates { (TVAE,0.7231) +- (0,0.0951) }; +\addlegendimage{area legend, draw=black, fill=black} +\addlegendentry{Internal profile stability} +\addlegendimage{area legend, draw=black, fill=white, pattern=north east lines, pattern color=black} +\addlegendentry{Subgroup size stability} +\node[anchor=west, font=\scriptsize] at (rel axis cs:0.02,0.90) {$\uparrow$ better}; +\end{axis} +\end{tikzpicture} +\end{document} diff --git a/tail_breakdown/tail_coverage_vs_breakdown_bridge__v2.png b/tail_breakdown/tail_coverage_vs_breakdown_bridge__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..0fd368e35abc5247c225a07bfbd70cf65b966aeb --- /dev/null +++ b/tail_breakdown/tail_coverage_vs_breakdown_bridge__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:99dc318a7d04ca4ddd2ede7e5dda7945b656070ce04c1fde69d339b93d1e643c +size 216958 diff --git a/tail_breakdown/tail_family_subitem_bars_appendix__v2.png b/tail_breakdown/tail_family_subitem_bars_appendix__v2.png new file mode 100644 index 0000000000000000000000000000000000000000..7882b52e02781cf770e8e8ed8c23d5bb22a2177e --- /dev/null +++ b/tail_breakdown/tail_family_subitem_bars_appendix__v2.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4894674b2cfd3f230a9daffa5ecf3caa2aa9fa5159345ad2e30429a416c51100 +size 136060 diff --git a/tail_threshold_final/tail_stress_main_figure.png b/tail_threshold_final/tail_stress_main_figure.png new file mode 100644 index 0000000000000000000000000000000000000000..f3b1bf89e21b9073075c7e846d14ef153e99f41c --- /dev/null +++ b/tail_threshold_final/tail_stress_main_figure.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1910a585e90beba9cec44edaacc0d37d8cd79ef32a53aaa010dfdfb8af6fa935 +size 255318