Bi-matmul network

A compact architecture built from dual-side matrix multiplications instead of a conventional conv stack. Inputs are projected from both sides through layered bilateral maps.

The notebooks are a study of custom PyTorch layers and parameter-efficient structure, aligned with an interest in inspectable networks.