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Amarel, James

Publications and source records attributed to Amarel, James.

2 records
All sourcesNASA NTRSDOE OSTI
DOE OSTI2026

Reasoning4PDEs

Towards Reasoning for PDE Foundation Models: A Reward-Model-Driven Inference-Time-Scaling Algorithm

Mansingh, Siddharth↗
DOE OSTI2026

PDEHats

This is code used to train and evaluate neural partial differential equation solvers on an open source fluid flow data. We evaluate two standard deep learning algorithms for their ability to generalize, a desirable capability for trusthworthy and performant models.

Amarel, James↗