04:00
2026-09-29
arxiv.org
machine-learning
Fixed Points Without Fixed Diffusion: Implicit Neural Sheaves for Convergent Test-Time Computation
Researchers introduced SheafDEQ, a subhomogeneous deep-equilibrium architecture with adaptive neural-sheaf propagation, in arXiv paper 2609.30277v1, and proved it admits a unique equilibrium reached gā¦