3 papers
cs.LG2026
Asynchronous Heavy-Tailed Optimization
Junfei Sun, Dixi Yao, Xuchen Gong +3
Heavy-tailed stochastic gradient noise, commonly observed in transformer models, can destabilize the optimization process. Recent works mainly focus on developing and understanding…
cs.LG2024
Enhancing Privacy in ControlNet and Stable Diffusion via Split Learning
Dixi Yao
With the emerging trend of large generative models, ControlNet is introduced to enable users to fine-tune pre-trained models with their own data for various use cases. A natural qu…
cs.LG2024
Risks When Sharing LoRA Fine-Tuned Diffusion Model Weights
Dixi Yao
With the emerging trend in generative models and convenient public access to diffusion models pre-trained on large datasets, users can fine-tune these models to generate images of…