Inference-Time Alignment in Diffusion Models with Reward-Guided Generation: Tutorial and Review
This tutorial provides an in-depth guide on inference-time guidance and alignment methods
for optimizing downstream reward functions in diffusion models. While diffusion models are …
for optimizing downstream reward functions in diffusion models. While diffusion models are …
Steerable Conditional Diffusion for Out-of-Distribution Adaptation in Medical Image Reconstruction
Denoising diffusion models have emerged as the go-to generative framework for solving
inverse problems in imaging. A critical concern regarding these models is their performance …
inverse problems in imaging. A critical concern regarding these models is their performance …
[PDF][PDF] A stochastic analysis approach to conditional diffusion guidance
W Tang, R Xu - 2024 - columbia.edu
Recently, there has been growing interest in guiding, or fine tuning pretrained diffusion
models for specific purposes, eg, aesthetic quality of images, functional property of proteins …
models for specific purposes, eg, aesthetic quality of images, functional property of proteins …