Author

Patrick Wong

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Jul 2026

Diachronic Sample Integration: Robust Tail-Risk Estimation with Generative Models

Diachronic Sample Integration is introduced, a test-time inference framework that ensembles generated samples across checkpoints from a stochastic training trajectory that substantially reduces tail-estimation error compared to single-checkpoint baselines under fixed simulation budgets.

Shuning Zhao, Patrick Wong, Leran Zhang et al. · arXiv.org · 0 citations