A structured diffusion bridge method achieves near fully-paired modality translation quality using alignment constraints even in unpaired or semi-paired regimes.
Flowing from words to pixels: A framework for cross-modality evolution
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CellFluxRL post-trains the CellFlux model with RL using seven biological reward functions to generate more biologically valid virtual cell images.
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Structured Diffusion Bridges: Inductive Bias for Denoising Diffusion Bridges
A structured diffusion bridge method achieves near fully-paired modality translation quality using alignment constraints even in unpaired or semi-paired regimes.
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CellFluxRL: Biologically-Constrained Virtual Cell Modeling via Reinforcement Learning
CellFluxRL post-trains the CellFlux model with RL using seven biological reward functions to generate more biologically valid virtual cell images.