SIGGRAPH Asia 2025 Papers — Page 4

Zero-Shot Dynamic Concept Personalization with Grid-Based LoRA

Rameen Abdal (Snap Research), Kfir Aberman (Snap Research)

🎯 What it does: Proposes a fully zero-shot, one-time forward dynamic concept personalization framework that can complete video personalization, editing, and multi-concept synthesis without fine-tuning during testing.