---
title: "TRIE: An Evaluation Framework for Stochastic PDE Surrogates — Stuff That Spins"
description: "arXiv:2607.00196v1 Announce Type: new Abstract: Many scientific systems exhibit uncertainty from stochastic forcing, unresolved degrees of freedom, or imperfect observations, making reliable surrogate forecasting fundamentally distributional rather than pointwise. For such systems, deterministic ne…"
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keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-07-02T04:00:00+00:00"
modified: "2026-07-02T16:51:20.469748+00:00"
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# TRIE: An Evaluation Framework for Stochastic PDE Surrogates

**Source:** Unknown  
**Published:** July 2, 2026  
**Original:** https://arxiv.org/abs/2607.00196  

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