65 citations · 78 across the 7 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.NE2022★ 2 cited
Synaptic Dynamics Realize First-order Adaptive Learning and Weight Symmetry
Yukun Yang, Peng Li
Gradient-based first-order adaptive optimization methods such as the Adam optimizer are prevalent in training artificial networks, achieving the state-of-the-art results. This work…
cs.NE2022
A Computational Framework of Cortical Microcircuits Approximates Sign-concordant Random Backpropagation
Yukun Yang, Peng Li
Several recent studies attempt to address the biological implausibility of the well-known backpropagation (BP) method. While promising methods such as feedback alignment, direct fe…