116 citations · 430 across the 65 of their papers we have counts for
Showing 2017Show all
3 papers · 1 filter
stat.ML2017★ 25 cited
Convergent Block Coordinate Descent for Training Tikhonov Regularized Deep Neural Networks
Ziming Zhang, Matthew Brand
By lifting the ReLU function into a higher dimensional space, we develop a smooth multi-convex formulation for training feed-forward deep neural networks (DNNs). This allows us to…
stat.ML2017★ 1 cited
BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning
Ziming Zhang, Yuanwei Wu, Guanghui Wang
Understanding the global optimality in deep learning (DL) has been attracting more and more attention recently. Conventional DL solvers, however, have not been developed intentiona…
cs.CV2017★ 23 cited
Attention-Based Multimodal Fusion for Video Description
Chiori Hori, Takaaki Hori, Teng-Yok Lee +3
Currently successful methods for video description are based on encoder-decoder sentence generation using recur-rent neural networks (RNNs). Recent work has shown the advantage of…