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cs.LG 1

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2026 1

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Structure-Aware Variational Learning of a Class of Generalized Diffusions

cs.LG · 2026-04-22 · unverdicted · novelty 7.0

The authors introduce an energy-based learning method grounded in the De Giorgi dissipation functional that infers potential energies for generalized diffusions while preserving variational structure and showing improved robustness to noise and limited observations.

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  • Structure-Aware Variational Learning of a Class of Generalized Diffusions cs.LG · 2026-04-22 · unverdicted · none · ref 12

    The authors introduce an energy-based learning method grounded in the De Giorgi dissipation functional that infers potential energies for generalized diffusions while preserving variational structure and showing improved robustness to noise and limited observations.