TorchLean API

NN.Proofs.Verification.ODE

ODE Verification Proofs #

This module is the stable umbrella for proof-backed ODE enclosure results.

Enclosure contains the real-analysis statements from the learn-and-verify PINN enclosure argument: clamped solutions remain inside certified lower/upper corridors and therefore satisfy the original ODE while enclosed. It also contains the constant-extension theorem used to turn a finite verified corridor into a global-time one under the paper's inward-pointing hypotheses.

EnclosureBackends then restates those theorems for backend-valued trajectories by applying their toReal views. That file is only a view adapter; numeric soundness for FP32/IEEE evaluation must come from the floating-point or certificate checker layer.

The numerical producers themselves (IBP/CROWN/certificate generation, CUDA execution, or external tools) are intentionally not proved here. This layer states the mathematical endpoint those producers must justify.