This repository hosts an arXiv survey paper and organized collection of research on controlling text-to-image diffusion models through novel conditioning methods. It categorizes papers across personalization, spatial controls, multi-concept composition, and style transfer. The resource serves as a reference for researchers working on diffusion-based image synthesis and controllable generation techniques.