William Martin Stevenson

Curating the Collapse: How Sample-Level Auditing Accelerates Model Collapse in Synthesis of Tabular Data

Generative artificial intelligence has fundamentally changed our relationship with data, and the proliferation of artificially generated, synthetic, content on the internet has sparked much concern from the community. Because it is difficult to moderate and identify high-fidelity synthetic examples, future deep learnin...