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Adaptive Symmetrization of the KL Divergence

cs.LG · 2025-11-14 · unverdicted · novelty 6.0

A proxy model with adaptive constrained optimization enables non-adversarial minimization of the Jeffreys divergence, producing more stable and accurate distribution fitting than MLE or GANs especially in low-data regimes.

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  • Adaptive Symmetrization of the KL Divergence cs.LG · 2025-11-14 · unverdicted · none · ref 26

    A proxy model with adaptive constrained optimization enables non-adversarial minimization of the Jeffreys divergence, producing more stable and accurate distribution fitting than MLE or GANs especially in low-data regimes.