Sign in

Dan Busbridge

@dbusbridge.bsky.social
39 followers 61 following 21 posts

Machine Learning Research @ Apple (opinions are my own)

PostsRepliesMedia
Dan Busbridge @dbusbridge.bsky.social · 13/02/2025
Several people have asked me to comment further on the connection between our work and the Patient and Consistent Teachers study by Beyer et al., as In Section 5.1, we note that our findings appear to contradict theirs. arxiv.org/abs/2106.05237
arxiv.org
Knowledge distillation: A good teacher is patient and consistent
There is a growing discrepancy in computer vision between large-scale models that achieve state-of-the-art performance and models that are affordable in practical applications. In this paper we addres...
100
Dan Busbridge @dbusbridge.bsky.social · 13/02/2025
Reading "Distilling Knowledge in a Neural Network" left me fascinated and wondering: "If I want a small, capable model, should I distill from a more powerful model, or train from scratch?" Our distillation scaling law shows, well, it's complicated... 🧵 arxiv.org/abs/2502.08606
arxiv.org
Distillation Scaling Laws
We provide a distillation scaling law that estimates distilled model performance based on a compute budget and its allocation between the student and teacher. Our findings reduce the risks associated ...
133