78 citations · 246 across the 11 of their papers we have counts for
Showing 2017Show all
2 papers · 1 filter
stat.CO2017★ 4 cited
Spontaneous Symmetry Breaking in Neural Networks
Ricky Fok, Aijun An, Xiaogang Wang
We propose a framework to understand the unprecedented performance and robustness of deep neural networks using field theory. Correlations between the weights within the same layer…
stat.CO2017★ 3 cited
Optimization assisted MCMC
Ricky Fok, Aijun An, Xiaogang Wang
Markov Chain Monte Carlo (MCMC) sampling methods are widely used but often encounter either slow convergence or biased sampling when applied to multimodal high dimensional distribu…