PhaseFlow4D reconstructs and tracks 4D beam phase space from 2D projections via a latent diffusion model with built-in physics constraints, achieving 11000x speedup over full simulations while following time-varying conditions.
Classifier-free diffusion guidance
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PhaseFlow4D: Physically Constrained 4D Beam Reconstruction via Feedback-Guided Latent Diffusion
PhaseFlow4D reconstructs and tracks 4D beam phase space from 2D projections via a latent diffusion model with built-in physics constraints, achieving 11000x speedup over full simulations while following time-varying conditions.