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Aiden Zhou

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#machine learning Preprint Sep 2026

Adaptive Interaction Graphs for Particle Simulation

A key discovery is that the variance head learns a meaningful notion of uncertainty: high-variance particles concentrate near complex regions, such as splash zones or free surfaces, and the resulting AdaptGNS simulator achieves a strict Pareto improvement on WaterDrop and a modest gain on Sand.

Aiden Zhou · 0 citations