Basically some unimplemented ideas.

1. MoE for unified models.

Text and Image generation. https://arxiv.org/pdf/2510.24711

2. Understanding vision with dynamic view
3. distill unified models from different models.
4. Benchmark World Knowledge in video models.

https://arxiv.org/pdf/2511.04570