Showing 2025 · cs.LGShow all
2 papers · 2 filters
cs.LG2025
Toward Theoretical Insights into Diffusion Trajectory Distillation via Operator Merging
Weiguo Gao, Ming Li
Diffusion trajectory distillation accelerates sampling by training a student model to approximate the multi-step denoising trajectories of a pretrained teacher model using far fewe…
cs.LG2025
Convergence Dynamics and Stabilization Strategies of Co-Evolving Generative Models
Weiguo Gao, Ming Li
The increasing prevalence of synthetic data in training loops has raised concerns about model collapse, where generative models degrade when trained on their own outputs. While pri…