Mosaic is a benchmark suite evaluating 14 differentiable PDE solvers across fluids, structures, and heat transfer, showing large variations in cost and conditioning but similar convergence behavior.
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5 Pith papers cite this work. Polarity classification is still indexing.
5
Pith papers citing it
years
2026 5verdicts
UNVERDICTED 5representative citing papers
A modified graph convolutional isomorphism network predicts polynomial coefficients for a sparse pseudo-inverse AMG smoother, cutting V-cycles and delivering 4-37% wall-clock speedups while generalizing to larger and unseen meshes.
Kirigami parachutes are stable for deployments equal to their radius and tumble for smaller ones, as found in effectively infinite-domain fluid simulations.
An LLM-based self-evolving agent discovers a traveling-wave controller with body-frame guidance and yaw feedback that generalizes to unseen targets for an underactuated fluid swimmer.
Introduces SynDRoM and a bounded kinetic viscosity limiter to enable stable sharp-interface simulations of energetic multiphase flows with large density and viscosity ratios.
citing papers explorer
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Self-Evolving Scientific Agent Discovers Generalizable Physically-Reasoned Fluid Control
An LLM-based self-evolving agent discovers a traveling-wave controller with body-frame guidance and yaw feedback that generalizes to unseen targets for an underactuated fluid swimmer.