PEMark uses a proxy gateway and position encoding on key permutations in JSON/XML responses to embed watermarks for traceability without altering data values or requiring business system changes.
A reversible database watermark scheme for textual and numerical datasets
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
verdicts
UNVERDICTED 3representative citing papers
Adversaries can degrade synthetic data quality via small manipulations such as label flipping or feature-importance interventions, substantially harming downstream model performance and increasing statistical divergence from real data.
DECAF synthetic data generator best balances privacy and fairness while fairness pre-processing improves outcomes more on synthetic data than real data, though at some cost to predictive accuracy.
citing papers explorer
-
PEMark: Watermarking API Responses Based on Proxy Gateways and Position Encoding
PEMark uses a proxy gateway and position encoding on key permutations in JSON/XML responses to embed watermarks for traceability without altering data values or requiring business system changes.
-
Quality Degradation Attack in Synthetic Data
Adversaries can degrade synthetic data quality via small manipulations such as label flipping or feature-importance interventions, substantially harming downstream model performance and increasing statistical divergence from real data.
-
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms
DECAF synthetic data generator best balances privacy and fairness while fairness pre-processing improves outcomes more on synthetic data than real data, though at some cost to predictive accuracy.