SimplexTasks-12-data / MANIFEST.json
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{
"name": "SimplexTasks-12",
"slug": "simplextasks-12",
"version": "0.1.0",
"seed": 2026,
"task_count": 12,
"real_tasks": [
{
"task_id": "cifar10_softmax",
"task_name": "CIFAR-10 softmax",
"subset": "real",
"n_samples": 10000,
"simplex_dim": 10,
"source_asset": "CIFAR-10",
"predictor": "Frozen ResNet-18 softmax cache",
"redistribution": "derived-only",
"notes": "No raw images are redistributed in this package.",
"available_arrays": [
"U",
"Y",
"class_names",
"label_index"
]
},
{
"task_id": "topics_20ng",
"task_name": "20 Newsgroups topics",
"subset": "real",
"n_samples": 7539,
"simplex_dim": 10,
"source_asset": "20 Newsgroups",
"predictor": "TF-IDF to topic-mixture kNN regressor",
"redistribution": "derived-only",
"notes": "This release exposes only derived simplex arrays, not the raw text corpus.",
"available_arrays": [
"U",
"Y",
"doc_index"
]
},
{
"task_id": "samson_unmixing",
"task_name": "Samson hyperspectral unmixing",
"subset": "real",
"n_samples": 9025,
"simplex_dim": 3,
"source_asset": "Samson ROI hyperspectral benchmark",
"predictor": "NMF abundance estimator",
"redistribution": "source-cited",
"notes": "The public bundle did not ship an explicit license file; keep attribution with any downstream reuse.",
"available_arrays": [
"U",
"Y",
"endmember_names",
"endmembers",
"image_shape",
"pixels"
]
},
{
"task_id": "pbmc3k_pseudobulk",
"task_name": "PBMC3K pseudobulk deconvolution",
"subset": "real",
"n_samples": 5000,
"simplex_dim": 8,
"source_asset": "PBMC3K single-cell reference",
"predictor": "NNLS deconvolution from pseudobulk mixtures",
"redistribution": "derived-only",
"notes": "This package exports pseudobulk-derived arrays and signatures rather than the raw single-cell matrix.",
"available_arrays": [
"U",
"Y",
"bulk_expression",
"cell_type_names",
"gene_names",
"signature"
]
},
{
"task_id": "utkface_age_ldl",
"task_name": "UTKFace age label distributions",
"subset": "real",
"n_samples": 23687,
"simplex_dim": 10,
"source_asset": "UTKFace aligned-and-cropped images",
"predictor": "Thumbnail feature PCA+kNN age-distribution regressor",
"redistribution": "derived-only",
"notes": "The package omits raw face images and keeps only derived features and simplex arrays.",
"available_arrays": [
"U",
"Y",
"age",
"image_features"
]
},
{
"task_id": "affectivetext_emotions",
"task_name": "SemEval AffectiveText emotions",
"subset": "real",
"n_samples": 1000,
"simplex_dim": 6,
"source_asset": "SemEval-2007 Task 14 AffectiveText",
"predictor": "Frozen zero-shot emotion scorer",
"redistribution": "derived-only",
"notes": "The package omits raw headlines and raw API responses, and keeps only derived score arrays.",
"available_arrays": [
"U",
"Y",
"emotion_names",
"gold_raw_scores",
"instance_id",
"pred_raw_scores"
]
}
],
"synthetic_tasks": [
{
"task_id": "d1_homogeneous",
"task_name": "d1 homogeneous",
"subset": "synthetic",
"n_samples": 7500,
"simplex_dim": 3,
"source_asset": "Synthetic DGP",
"predictor": "Oracle mean predictor from the configured DGP",
"redistribution": "open",
"regime_label": "Homogeneous negative control",
"config_file": "configs/synthetic/d1_homogeneous.yaml",
"seed": 2026,
"available_arrays": [
"R",
"U",
"X",
"Y",
"sigma_true",
"split"
]
},
{
"task_id": "d2_pure_scale",
"task_name": "d2 pure scale",
"subset": "synthetic",
"n_samples": 6250,
"simplex_dim": 3,
"source_asset": "Synthetic DGP",
"predictor": "Oracle mean predictor from the configured DGP",
"redistribution": "open",
"regime_label": "Smooth scale heterogeneity",
"config_file": "configs/synthetic/d2_pure_scale.yaml",
"seed": 2026,
"available_arrays": [
"R",
"U",
"X",
"Y",
"sigma_true",
"split"
]
},
{
"task_id": "d3_discrete_groups_aligned",
"task_name": "d3 discrete groups aligned",
"subset": "synthetic",
"n_samples": 6250,
"simplex_dim": 10,
"source_asset": "Synthetic DGP",
"predictor": "Oracle mean predictor from the configured DGP",
"redistribution": "open",
"regime_label": "Aligned discrete groups",
"config_file": "configs/synthetic/d3_discrete_groups_aligned.yaml",
"seed": 2026,
"available_arrays": [
"R",
"U",
"X",
"Y",
"sigma_true",
"split"
]
},
{
"task_id": "d4_model_bias",
"task_name": "d4 model bias",
"subset": "synthetic",
"n_samples": 6250,
"simplex_dim": 3,
"source_asset": "Synthetic DGP",
"predictor": "Oracle mean predictor from the configured DGP",
"redistribution": "open",
"regime_label": "Bias-type heterogeneity",
"config_file": "configs/synthetic/d4_model_bias.yaml",
"seed": 2026,
"available_arrays": [
"R",
"U",
"X",
"Y",
"sigma_true",
"split"
]
},
{
"task_id": "d5_heavy_tail",
"task_name": "d5 heavy tail",
"subset": "synthetic",
"n_samples": 6250,
"simplex_dim": 3,
"source_asset": "Synthetic DGP",
"predictor": "Oracle mean predictor from the configured DGP",
"redistribution": "open",
"regime_label": "Heavy-tail robustness",
"config_file": "configs/synthetic/d5_heavy_tail.yaml",
"seed": 2026,
"available_arrays": [
"R",
"U",
"X",
"Y",
"sigma_true",
"split"
]
},
{
"task_id": "d6_high_k",
"task_name": "d6 high k",
"subset": "synthetic",
"n_samples": 17500,
"simplex_dim": 50,
"source_asset": "Synthetic DGP",
"predictor": "Oracle mean predictor from the configured DGP",
"redistribution": "open",
"regime_label": "High-dimensional simplex",
"config_file": "configs/synthetic/d6_high_k.yaml",
"seed": 2026,
"available_arrays": [
"R",
"U",
"X",
"Y",
"sigma_true",
"split"
]
}
]
}