Follow the Mean: Reference-Guided Flow Matching
The paper introduces a new control method for flow matching called adaptation through examples. Instead of fine-tuning, it shows that steering pretrained models can be achieved by changing the reference set they follow. This is demonstrated via training-free Reference-Mean Guidance and a semi-parametric approach, proving that generative models can adapt to data without needing parameter updates.