2607.02860 A Roll-Shift Approximation of the Clifford Geometric Product as a Drop-In for F(x) in ResNets: Depth Tolerance, Honest Limits, and 25 Stress Tests
We replaced the residual branch of a deep ResNet with a NumPy roll-shift approximation of the Clifford geometric product, dropped the new block into the educational NumPy scaffolding of He et al. (2015) and He et al.