Wait or Rotate: Statistical Repair of the Backward Pass in Over-the-Air Split Learning Under Channel Aging
The paper investigates how movement affects backpropagated gradients through aging wireless channels during over-the-air split learning. It shows that simple coherent returns are insufficient, and instead, using second-order statistics allows for a statistical correction—specifically the unitary polar factor—to repair the corrupted gradient signal.