"key_insight": "When a large language model under reinforcement learning commits a wrong reasoning step early in a trajectory, standard algorithms force it to keep ...

"key_insight": "VFEAgent automates finite element analysis end-to-end from images and text by combining multimodal reasoning with verification-first code generation ...

This study presents a novel local meshless approach for solving one-dimensional Fisher’s equation, combining a local scheme, Gaussian radial basis functions (G-RBF), and a collocation technique. The ...

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Creative Commons (CC): This is a Creative Commons license. Attribution (BY): Credit must be given to the creator. Article Views are the COUNTER-compliant sum of full text article downloads since ...

Control of complex flows plays a central role in many processes, where the typical parameter space for optimization is huge. Breakthroughs in direct numerical simulation over the last century have ...

Scientific computing increasingly requires both accurate simulations of physical systems as well as optimizing them over many parameters for tasks such as inverse ...