Watermarking tabular data generators by sampling latents from the keyed Pancake distribution (hCLWE) instead of Gaussian, for detecting fraudulent data fabrication.
Preprint 2026
Tabular Pancakes: Cryptographic Watermarks Against Dataset Fabrication

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Fairness Aware Reward Optimization
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