Attributed Feature Graphs (AFGs) represent CAD features as attributed nodes and relations as directed edges to enable GNN surrogate models that predict design performance with feature-level interpretability on the CarHoods10K dataset.
arXiv preprint arXiv:2401.15563 , year=
4 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 4verdicts
UNVERDICTED 4representative citing papers
Garment Particles is a 5D point cloud representation jointly encoding 2D sewing patterns and 3D geometry, supporting rectified flow generation from high-level inputs and diffusion-based editing of patterns or shapes.
MeshFlow uses a contrastive MeshVAE for compact mesh latents and a flow transformer for parallel generation, claiming 18x speedup over autoregressive methods with high accuracy on standard metrics.
GuideCAD generates 3D CAD models from text-image pairs via prefix embeddings in a pretrained LLM using a mapping network, achieving comparable quality with roughly 4x fewer parameters and 2x training efficiency than fine-tuning.
citing papers explorer
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MeshFlow: Efficient Artistic Mesh Generation via MeshVAE and Flow-based Diffusion Transformer
MeshFlow uses a contrastive MeshVAE for compact mesh latents and a flow transformer for parallel generation, claiming 18x speedup over autoregressive methods with high accuracy on standard metrics.
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GuideCAD: A Lightweight Multimodal Framework for 3D CAD Model Generation via Prefix Embedding
GuideCAD generates 3D CAD models from text-image pairs via prefix embeddings in a pretrained LLM using a mapping network, achieving comparable quality with roughly 4x fewer parameters and 2x training efficiency than fine-tuning.