| { |
| "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" |
| ] |
| } |
| ] |
| } |