2 papers
cond-mat.dis-nn2025
Topological mechanical neural networks as classifiers through in situ backpropagation learning
Shuaifeng Li, Xiaoming Mao
Recently, a new frontier in computing has emerged with physical neural networks(PNNs) harnessing intrinsic physical processes for learning. Here, we explore topological mechanical…
cs.LG2024
Training all-mechanical neural networks for task learning through in situ backpropagation
Shuaifeng Li, Xiaoming Mao
Recent advances unveiled physical neural networks as promising machine learning platforms, offering faster and more energy-efficient information processing. Compared with extensive…