Differentiable Voxelization of Surface Representations (SIGGRAPH 2026)
Winding number and point-in-polygon for arbitrary (non-convex, self-intersecting) polygons, pure Python with zero dependencies.
Topological diagnostics for discrete-time quantum walks on non-orientable surfaces (Möbius band, Klein bottle) — Floquet operators, chiral winding numbers, and Z₂ invariants, with a PennyLane circuit backend.
Turn a flat 3D part segmentation (P3-SAM) into editable semantic parts: geometry containment/shells/seams + one VLM call for grouping & naming + edit-legality closures
An experimental topological field-memory prototype with vortex encoding and self-repairing field dynamics. It delivers noise-robust AI long-term memory as a complementary alternative to conventional RAG retrieval.
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