SplitMoE replaces uniform token-wise routing with split semantic and generic experts, improving video diffusion convergence, routing coherence, and generation quality over load-balanced MoEs.
DAD treats graphic design detection as ordered compositional deconstruction with amodal bounding boxes and element-level reinforcement learning, achieving human-level amodal detection and outperforming baselines across nine benchmarks.
PixelART trains a pixel-space diffusion transformer from scratch to decompose images into editable RGBA layers, achieving state-of-the-art results with 80% fewer parameters and 98% lower latency than pretrained alternatives.