633 citations · 1.5k across the 68 of their papers we have counts for
3 papers · 1 filter
Heavy-Traffic Insensitive Bounds for Weighted Proportionally Fair Bandwidth Sharing Policies
Weina Wang, Siva Theja Maguluri, R. Srikant +1
We consider a connection-level model proposed by Massoulié and Roberts for bandwidth sharing among file transfer flows in a communication network. We study weighted proportionally…
Adding One Neuron Can Eliminate All Bad Local Minima
Shiyu Liang, Ruoyu Sun, Jason D. Lee +1
One of the main difficulties in analyzing neural networks is the non-convexity of the loss function which may have many bad local minima. In this paper, we study the landscape of n…
Understanding the Loss Surface of Neural Networks for Binary Classification
Shiyu Liang, Ruoyu Sun, Yixuan Li +1
It is widely conjectured that the reason that training algorithms for neural networks are successful because all local minima lead to similar performance, for example, see (LeCun e…