21 citations · 43 across the 30 of their papers we have counts for
3 papers · 1 filter
A Statistical Turing Test for Generative Models
Hayden Helm, Carey E. Priebe, Weiwei Yang
The emergence of human-like abilities of AI systems for content generation in domains such as text, audio, and vision has prompted the development of classifiers to determine wheth…
Comparing Foundation Models using Data Kernels
Brandon Duderstadt, Hayden S. Helm, Carey E. Priebe
Recent advances in self-supervised learning and neural network scaling have enabled the creation of large models, known as foundation models, which can be easily adapted to a wide…
Approximately optimal domain adaptation with Fisher's Linear Discriminant
Hayden S. Helm, Ashwin De Silva, Joshua T. Vogelstein +2
We propose a class of models based on Fisher's Linear Discriminant (FLD) in the context of domain adaptation. The class is the convex combination of two hypotheses: i) an average h…