Simplifying and Improving On-Policy Distillation for Few-Step Diffusion Paper • 2610.18472 • Published 5 days ago • 27
APT: Feedback-Driven Agentic Post-Training for Text-to-Image Generation Paper • 2610.18097 • Published 4 days ago • 21
From Prompting to Composing: A Spatial Canvas Interface for Poster Generation Paper • 2610.12230 • Published 10 days ago • 20
FreeStyle: Free Control of Style-Content Dual-Reference Generation from Community LoRA Mining Paper • 2606.20506 • Published Jun 18 • 28
Foundation Protocol: A Coordination Layer for Agentic Society Paper • 2605.23218 • Published May 22 • 80
Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models Paper • 2605.21573 • Published May 20 • 110