We introduce UniGen, a unified multimodal large language model capable of image understanding and generation.

We propose the first multimodal foundation model for 3D genomics, integrating Hi-C contact maps and chromatin accessibility to achieve unified semantic representation, outperforming state-of-the-art methods on diverse tasks.