Issues

• Arrhenius setup

  bugready-for-human
  Bug

  MachineLearning-DecisionMaking/AFABench#168 · Filter by author Kohlestaub opened on Nov 12, 2026

• Default Plot colors may be the same

  bug
  Bug

  MachineLearning-DecisionMaking/AFABench#167 · Filter by author Kohlestaub opened on Nov 10, 2026

• L2M TabICLv1 prior integration

  ready-for-human
  Task

  MachineLearning-DecisionMaking/AFABench#166 · Filter by author Kohlestaub opened on Nov 4, 2026
  

• Linux alt

  needs-triage
  MachineLearning-DecisionMaking/AFABench#165 · Filter by author Kohlestaub opened on Oct 30, 2026
  1

• Separate Snakemake dependencies from the core AFABench library

  MachineLearning-DecisionMaking/AFABench#163 · Filter by author valterschutz opened on Oct 19, 2026

• synthetic_mnist: classes 4, 5 and 7 are identifiable by pixels of exactly 0.8

  needs-triage
  MachineLearning-DecisionMaking/AFABench#152 · Filter by author valterschutz opened on Oct 14, 2026

• metabric: the label is partly derived from the features

  needs-triage
  MachineLearning-DecisionMaking/AFABench#151 · Filter by author valterschutz opened on Oct 14, 2026

• Tabular normalization and imputation statistics include the validation and test instances

  needs-triage
  MachineLearning-DecisionMaking/AFABench#150 · Filter by author valterschutz opened on Oct 14, 2026

• physionet_challenge_2012: per-stay means mix descriptors with time series and misstate urine output

  needs-triage
  MachineLearning-DecisionMaking/AFABench#149 · Filter by author valterschutz opened on Oct 14, 2026

• physionet_challenge_2012: implausible values reach the features

  needs-triage
  MachineLearning-DecisionMaking/AFABench#148 · Filter by author valterschutz opened on Oct 14, 2026

• bank_marketing: the feature named day_of_week is the day of the month

  needs-triage
  MachineLearning-DecisionMaking/AFABench#147 · Filter by author valterschutz opened on Oct 14, 2026

• ckd: a stray "\tno" in dm is encoded as a third category

  needs-triage
  MachineLearning-DecisionMaking/AFABench#146 · Filter by author valterschutz opened on Oct 14, 2026

• diabetes: one-hot columns of one variable are acquired one at a time

  needs-triage
  MachineLearning-DecisionMaking/AFABench#145 · Filter by author valterschutz opened on Oct 14, 2026

• bank_marketing: pdays uses -1 as a "never contacted" sentinel, read as a number

  needs-triage
  MachineLearning-DecisionMaking/AFABench#144 · Filter by author valterschutz opened on Oct 14, 2026

• Nominal categorical features are label-encoded as ordinal integers, inconsistently across datasets

  needs-triage
  MachineLearning-DecisionMaking/AFABench#143 · Filter by author valterschutz opened on Oct 14, 2026

• Mean imputation in TabularCSVDataset discards informative missingness and averages category codes

  needs-triage
  MachineLearning-DecisionMaking/AFABench#142 · Filter by author valterschutz opened on Oct 14, 2026

• actg: str2 and treat duplicate strat and trt

  needs-triage
  MachineLearning-DecisionMaking/AFABench#141 · Filter by author valterschutz opened on Oct 14, 2026

• Constant and near-constant features in actg, physionet_challenge_2012 and diabetes

  needs-triage
  MachineLearning-DecisionMaking/AFABench#140 · Filter by author valterschutz opened on Oct 14, 2026

• bank_marketing: duration is known only after the call and leaks the label

  needs-triage
  MachineLearning-DecisionMaking/AFABench#139 · Filter by author valterschutz opened on Oct 14, 2026

• actg: time and offtrt are recorded during follow-up and leak the label

  needs-triage
  MachineLearning-DecisionMaking/AFABench#138 · Filter by author valterschutz opened on Oct 14, 2026

• Rebuild diabetes from NHANES, and decide what to do about its imputed labels

  needs-triage
  MachineLearning-DecisionMaking/AFABench#137 · Filter by author valterschutz opened on Oct 14, 2026

• Check the sources still downloaded at generation against pinned checksums

  needs-triage
  MachineLearning-DecisionMaking/AFABench#136 · Filter by author valterschutz opened on Oct 14, 2026

• Document every dataset under docs/reference/datasets/

  ready-for-agent
  MachineLearning-DecisionMaking/AFABench#133 · Filter by author valterschutz opened on Oct 13, 2026

• Add MIMIC-IV classification datasets from locally supplied PhysioNet files

  enhancementneeds-triage
  MachineLearning-DecisionMaking/AFABench#131 · Filter by author valterschutz opened on Oct 12, 2026

• Add average precision to evaluation metrics and visualization

  MachineLearning-DecisionMaking/AFABench#130 · Filter by author valterschutz opened on Oct 12, 2026