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.
P2P-Bridge: Diffusion bridges for 3D point cloud denoising
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
physics.acc-ph 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.