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cond-mat.dis-nn2023★ 2 cited
Temporal Contrastive Learning through implicit non-equilibrium memory
Martin J. Falk, Adam T. Strupp, Benjamin Scellier +1
The backpropagation method has enabled transformative uses of neural networks. Alternatively, for energy-based models, local learning methods involving only nearby neurons offer be…
cond-mat.dis-nn2022★ 3 cited
Frequency propagation: Multi-mechanism learning in nonlinear physical networks
Vidyesh Rao Anisetti, A. Kandala, B. Scellier +1
We introduce frequency propagation, a learning algorithm for nonlinear physical networks. In a resistive electrical circuit with variable resistors, an activation current is applie…