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cs.CV2026
Mutually Adversarial Self-Training with Evolving Data for Unified Multimodal Models
Wentao Zhou, Weijie Gan, Jiayun Wang
Unified multimodal models (UMMs) combine image generation and visual understanding in a shared backbone. Since generation and understanding are inverse tasks, recent studies self-t…
cs.CV2026
UniVL: Unified Vision-Language Embedding for Spatially Grounded Contextual Image Generation
Jiayun Wang, Yu Wang, Weijie Gan +2
We introduce spatially grounded contextual image generation, a controllable image generation task that reframes the conditioning paradigm. Instead of supplying a reference image an…