PolyFlow Topology Embedding for Parallel Artist-Style Mesh Generation
June 24, 2026
PolyFlow enables efficient parallel mesh generation by using a compact topology embedder to project discrete vertex positions and normals into continuous embeddings. This allows continuous flow-matching methods to handle discrete mesh connectivity, bypassing the sequential bottleneck of autoregressive transformers.
HOW THIS AFFECTS YOU
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researcherYou can apply continuous diffusion and flow-matching techniques to discrete 3D mesh topologies.
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designerThis enables much faster generation of high-quality, artist-style 3D assets through parallel synthesis.