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Jinghai He

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Open access Aug 2026

Learning to Simulate from Heavy-Tailed Distribution via Diffusion Model

Generative AI Learns to Sample Extreme Events Many rarest events often carry highest stakes, such as a market crash, a supply-chain rupture, or an extreme clinical outcome. Today’s leading generative AI models (e.g., diffusion models) have shown excessive power to simulate high-dimensional distributions, but they are...

Haoyu Liu, Tingyu Zhu, Nanshan Jia et al. · 5 citations

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