68 citations · 493 across the 40 of their papers we have counts for
4 papers · 1 filter
Equivalence between algorithmic instability and transition to replica symmetry breaking in perceptron learning systems
Yang Zhao, Junbin Qiu, Mingshan Xie +1
Binary perceptron is a fundamental model of supervised learning for the non-convex optimization, which is a root of the popular deep learning. Binary perceptron is able to achieve…
Eigenvalue spectrum of neural networks with arbitrary Hebbian length
Jianwen Zhou, Zijian Jiang, Tianqi Hou +3
Associative memory is a fundamental function in the brain. Here, we generalize the standard associative memory model to include long-range Hebbian interactions at the learning stag…
Associative memory model with arbitrary Hebbian length
Zijian Jiang, Jianwen Zhou, Tianqi Hou +2
Conversion of temporal to spatial correlations in the cortex is one of the most intriguing functions in the brain. The learning at synapses triggering the correlation conversion ca…
Ensemble perspective for understanding temporal credit assignment
Wenxuan Zou, Chan Li, Haiping Huang
Recurrent neural networks are widely used for modeling spatio-temporal sequences in both nature language processing and neural population dynamics. However, understanding the tempo…