Method or Implementation? A Plea for More Rigor in Synthetic Data Benchmarking

Benchmarks that find GANs uncompetitive for tabular synthetic data often compare a default implementation, not the method.

September 17, 2026 · Marcel Neunhoeffer

Generating Synthetic Data is Complicated: Know Your Data and Know Your Generator

Ready-made synthetic data generators are not plug-and-play: preprocessing matters as much as tuning, and so does knowing the generator.

September 13, 2024 · Marcel Neunhoeffer