GeoPT Physics Simulation Overview Slide
A structured prompt for generating a polished scientific slide that explains GeoPT pre-training for physics simulation with a three-column visual pipeline.
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Goal: Create a clean 16:9 academic overview slide explaining {argument name="paper concept" default="GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training"}, styled like a polished conference-deck infographic.
Canvas: Widescreen white slide, navy-blue typography and accents, minimal shadows, high-resolution scientific illustration style. Use a thin blue footer line with small circular endpoints.
Header: Large bold dark-navy title at the top: {argument name="headline text" default="GeoPT: Scaling Physics Simulation via Lifted Geometric Pre-Training"}. Directly underneath, smaller blue subtitle: {argument name="subtitle text" default="An intuitive overview of Wu et al. (2026)"}.
Big idea banner: Under the subtitle, place a rounded rectangle callout with a blue outline and very pale blue fill. On the left is a blue circular lightbulb icon. Text reads: “Big idea:” in bold blue, followed by “use abundant 3D geometry and synthetic motion to pre-train neural simulators before using scarce real simulation data.”
Main layout: A three-column pipeline with exactly 4 rows, connected left-to-right by thick blue arrows. Column headings are: “3D Geometry”, “Physics Simulation (examples)”, and “Fields (pressure / velocity / stress)”. The left side also has 4 row labels: 1) Car, 2) Aircraft, 3) Ship hull, 4) Crash / Deformation.
Row details: Row 1 shows a gray 3D car model, then a car in airflow simulation with blue streamlines and colorful vortices plus a small “t →” time marker, then a car colored with a rainbow heatmap field and a vertical color legend labeled “Pressure” with High at top and Low at bottom. Row 2 shows a gray aircraft model, then an airplane with airflow streamlines and colored wakes plus “t →”, then a rainbow heatmap aircraft with a legend labeled “Velocity” High/Low. Row 3 shows a gray ship hull model, then a ship hull moving through ocean waves with simulated water flow plus “t →”, then a rainbow heatmap ship hull with a legend labeled “Pressure” High/Low. Row 4 shows a damaged gray car body for crash/deformation, then a crash simulation with debris, deformation, and internal colored stress/field visualization plus “t →”, then a rainbow heatmap deformed car body with a legend labeled “Stress” High/Low.
Bottom explanation strip: Include exactly 3 circular icon-and-caption blocks connected by dotted blue arrows. Block 1 icon is a wireframe cube and title “Abundant geometry”, caption “Easily available 3D shapes from CAD repositories”. Block 2 icon is wind/flow lines and title “Synthetic dynamics”, caption “Scalable simulations produce diverse motion and fields”. Block 3 icon is a neural network graph and title “Better physics simulators”, caption “Pre-trained models that generalize better with limited real data”.
Footer: Centered small gray citation text: {argument name="source citation" default="Source paper: Haixu Wu et al., arXiv:2602.20399 (2026)"}.
Visual style: Crisp vector-slide composition mixed with realistic 3D renders, blue academic palette, white background, precise alignment, no clutter, no watermark, no extra rows or icons beyond the specified counts.
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