185 citations · 657 across the 21 of their papers we have counts for
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2 papers · 1 filter
cs.LG2017★ 45 cited
Theory II: Landscape of the Empirical Risk in Deep Learning
Qianli Liao, Tomaso Poggio
Previous theoretical work on deep learning and neural network optimization tend to focus on avoiding saddle points and local minima. However, the practical observation is that, at…
cs.CV2017★ 4 cited
Compression of Deep Neural Networks for Image Instance Retrieval
Vijay Chandrasekhar, Jie Lin, Qianli Liao +4
Image instance retrieval is the problem of retrieving images from a database which contain the same object. Convolutional Neural Network (CNN) based descriptors are becoming the do…