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NeurIPS 2026Helmholtz-Zentrum HereonHelmholtz Centre HereonHamburg University of TechnologyUniversität des SaarlandesVisual grounding

GReFEM: Multimodal LLMs as Zero-Shot Semantic Assistants for Physics-Guided 3D Mesh Refinement

GReFEM uses multimodal LLMs as zero-shot semantic assistants to localize stress-critical 3D regions and refine finite element meshes more precisely than geometric heuristics.

Kartik Bali, Mahish Kumar Guru, Christian J Cyron, Roland Aydin

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 3/10
strict 1/5
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NeurIPS 2026Helmholtz Centre HereonHelmholtz Zentrum HereonHelmholtz-Zentrum HereonUniversität des SaarlandesMaterials & chemistry

Co-PiLOT: Constrained Physics-Informed Latent Optimization for Target-Driven Inverse Design

Co-PiLOT combines generative latent optimization with physics-informed black-box search to inverse-design magnesium alloy microstructures, cutting relative target error by 3, 22% over seven baselines within 160 simulations.

Mahish Kumar Guru, Mayank Nagar, Ayush vyas, Jan Bohlen and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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6/20 AI panelreviewers recommend it

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AI panel: 6 of 20 reviewers recommend it
lenient 4/5
medium 2/10
strict 0/5