Feature Guides

Guides for diagnostics, missingness, many-class, shift, steering, noise, and benchmark guardrails.

Feature-specific guides for the main generation-control families:

  • diagnostics and observability
  • missingness
  • many-class generation
  • shift and drift
  • steering
  • noise diversification
  • benchmark guardrails
  • mechanism-diversity rollout checks

Diagnostics

Coverage summaries and diagnostics artifacts for generated corpora.

Interventions

Observational defaults, hard-intervention workflows, and intervention artifact guardrails.

Missingness

Controlled injection of missing values into generated datasets.

Many-Class

Multi-class target generation with configurable class counts.

Shift / Drift

Distribution-shift controls for graph, mechanism, and noise.

Meta-Feature Coverage Steering

Preset-driven steering workflows and diagnostics outputs.

Noise Diversification

Noise family selection, mixture modes, and per-dataset resolution.

Robustness Stress Profiles

Named harder-generation profiles for robustness and anti-memorization tests.

Benchmark Workflows and Guardrails

Automated quality checks for benchmark suite runs.

Mechanism Diversity

Mechanism-family controls, presets, and diagnostics checks.