A clean PyTorch / PyG implementation library of Sheaf Neural Networks as Message Passing comprising all variants and a benchmark suite with 14+ Datasets.

Contract-driven AI workflow system for deterministic software execution and continuity across sessions.

Sheaf-theoretic gossip reconciliation: H¹ obstruction detection, spectral gap convergence, multi-agent knowledge consistency

Sheaf neural network over the MZV motivic weight filtration for odd Riemann zeta value research, with GPU-accelerated polynomial continued fraction search