Model Diffusion for Certifiable Few-shot Transfer Learning

Fady Rezk, Royson Lee, Henry Gouk, Timothy Hospedales, Minyoung Kim

Track: long paper (up to 8 pages)

Keywords: pac-bayes, transfer learning, vlm, llm, few-shot learning, cross-task transfer, personalization

TL;DR: Provable risk certificates for LLMs and VLMs cross-task low-shot transfer learning by sampling and evaluating a generative diffusion model trained over training tasks peft adapters

Submission Number: 48