Neural Network Optimization

Backpropagation with Callbacks: Foundations for Efficient and Expressive Differentiable Programming NeurIPS 2018 BPGrad: Towards Global Optimality in Deep Learning via Branch and Pruning CVPR 2018 BrainT at IEST 2018: Fine-tuning Multiclass Perceptron For Implicit Emotion Classification EMNLP 2018 Breaking the Activation Function Bottleneck through Adaptive Parameterization NeurIPS 2018 Breaking the Span Assumption Yields Fast Finite-Sum Minimization NeurIPS 2018 Building Sparse Deep Feedforward Networks using Tree Receptive Fields IJCAI 2018 Byzantine Stochastic Gradient Descent NeurIPS 2018 Can We Gain More from Orthogonality Regularizations in Training Deep Networks? NeurIPS 2018 Catalyst for Gradient-based Nonconvex Optimization AISTATS 2018 Characterizing Implicit Bias in Terms of Optimization Geometry ICML 2018 Chinese NER Using Lattice LSTM ACL 2018 ClcNet: Improving the Efficiency of Convolutional Neural Network Using Channel Local Convolutions CVPR 2018 Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search NeurIPS 2018 Combining Natural Gradient with Hessian Free Methods for Sequence Training Interspeech 2018 Compact Feedforward Sequential Memory Networks for Small-footprint Keyword Spotting Interspeech 2018 Comparing Dynamics: Deep Neural Networks versus Glassy Systems ICML 2018 Convergence Analysis of Gradient Descent for Eigenvector Computation IJCAI 2018 Convergence diagnostics for stochastic gradient descent with constant learning rate AISTATS 2018 Convergence of Cubic Regularization for Nonconvex Optimization under KL Property NeurIPS 2018 Critical initialisation for deep signal propagation in noisy rectifier neural networks NeurIPS 2018 Critical Percolation as a Framework to Analyze the Training of Deep Networks ICLR 2018 Critical Points of Linear Neural Networks: Analytical Forms and Landscape Properties ICLR 2018 Data-driven Onboard Scheduling for an Autonomous Observation Satellite IJCAI 2018 Debugging Sequence-to-Sequence Models with Seq2Seq-Vis EMNLP 2018 Decoupled Parallel Backpropagation with Convergence Guarantee ICML 2018