1
Unifying Physical Backpropagation
统一物理反向传播框架，连接神经科学与物理计算，为硬件训练算法提供理论新视角。
arXiv:2608.11585v1 Announce Type: cross Abstract: Physical computing systems exploit device dynamics for computation, but their gradient-based optimiz…
2
Generative Models on Analog Hardware with Dynamics
探索利用物理动力学在模拟硬件上运行生成模型，突破传统数字计算的能效瓶颈。
arXiv:2606.27294v1 Announce Type: cross Abstract: Analog hardware platforms such as coupled oscillators and Analog Ising Machines naturally solve diff…