OmniAlpha is a unified multi-task RL framework that uses an alpha-aware VAE, sequence-to-sequence Diffusion Transformer, and layer-aware rewards to improve transparency-aware generation across five task categories.
Layerfusion: Harmo- nized multi-layer text-to-image generation with generative priors
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OmniAlpha: Aligning Transparency-Aware Generation via Multi-Task Unified Reinforcement Learning
OmniAlpha is a unified multi-task RL framework that uses an alpha-aware VAE, sequence-to-sequence Diffusion Transformer, and layer-aware rewards to improve transparency-aware generation across five task categories.