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V. Venkataswamy

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Jul 2026

Lantern: Conflict-Aware Gradient Blending for Physics-Guided Diffusion Models in Calorimeter Simulation

The Correlation Frobenius Distance is introduced, a single normalized score for correlation fidelity at layer-wise and voxel-wise scales, and encoded the soft per-sample structure available in a shower as two physics-aware auxiliary losses: a variance-stabilized voxel residual loss grounded in counting statistics, and a graph Laplacian loss over the detector geometry.

Farzana Yasmin Ahmad, V. Venkataswamy, Geoffrey C. Fox · 0 citations

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