Author

Suprosanna Shit

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Preprint Jul 2026

Projected Energy Matching for Generative 3D Priors

This work proposes Projected Energy Matching, a scalable framework that resolves structural and computational bottlenecks in energy matching, and introduces Helmholtz Distillation, a structural relaxation that leverages a Hutchinson trace estimator to explicitly absorb rotational noise into an auxiliary residual network.

Daniel Barco, M. Balcerak, Suprosanna Shit et al. · 0 citations