Implicit Neural Fields

Neural Co-Optimization of Structural Topology, Manufacturable Layers, and Path Orientations for Fiber-Reinforced Composites

Tao Liu, Tianyu Zhang, Yongxue Chen, Weiming Wang, Yu Jiang, Yuming Huang, Charlie C. L. Wang

Journal SIGGRAPH 2025 Topology Optimization Fiber-Reinforced Composites Multi-Axis 3D Printing Implicit Neural Fields Fiber Orientation Curved Layers Manufacturability Constraints Anisotropic Strength Hoffman Criterion Computational Fabrication

INF-3DP: Implicit Neural Fields for Collision-Free Multi-Axis 3D Printing

Jiasheng Qu, Zhuo Huang, Dezhao Guo, Hailin Sun, Aoran Lyu, Chengkai Dai, Yeung Yam, Guoxin Fang

Journal SIGGRAPH Asia 2025 Multi Axis 3D Printing Implicit Neural Fields Toolpath Generation Collision Free Motion Planning Signed Distance Field Digital Fabrication