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19-EFT.WP.Methods.SynthData v1.0
- Preface
- Chapter 1 — Definition and Scope of the Synthetic Data Domain
- Chapter 2 — Axioms & Minimal Equations (Generation Baseline)
- Chapter 3 — Data Models & Schema Binding (Schema/SRef)
- Chapter 4 — Generation Engines I: Statistical & Explicit Models (Copula/GLM/Rules)
- Chapter 5 — Generation Engines II: Deep Generators (VAE/GAN/Flow/Diffusion)
- Chapter 6 — Physics/Simulation-Driven Synthesis & Scene Graphs (Domain Randomization / SCM)
- Chapter 7 — Conditional & Controllable Generation (Prompt/CFG/Rules)
- Chapter 8 — Time-Series & Event Synthesis (Markov/Hawkes/SDE)
- Chapter 9 — Multimodal Synthesis & Balancing (Tabular / Image / Text / Audio / Graph)
- Chapter 10 — Privacy, Security & De-identification (DP/MI/Linkability)
- Chapter 11 — Bias, Fairness & Representativeness (Reweight / Mapping)
- Chapter 12 — Fidelity & Utility Evaluation (FID/KID/W1/MMD/Downstream)
- Chapter 13 — Assembly, Post-Processing & Release (Dedup/Watermark/Provenance/Manifest)
- Chapter 14 — Runtime & Streaming Generation (Backpressure / Resources / SLOs)
- Chapter 15 — Use Cases & Reference Implementations
- Appendix A — Interface Reference (I40 Full Set)
- Appendix B — Contract Library & Strategy Cards (C40 Full Set)
- Appendix C — Manifest Templates & Examples (synth manifest)
- Appendix D — Metrics & Drift Measures (Synthesis-Specific)
- Appendix E — Error & Uncertainty Propagation (Synthesis Edition)