Optimization & Theory

Optimization Landscape and Expressivity of Deep CNNs ICML 2018 Optimizing Video Object Detection via a Scale-Time Lattice CVPR 2018 Parallelizing Linear Recurrent Neural Nets Over Sequence Length ICLR 2018 Parameters as interacting particles: long time convergence and asymptotic error scaling of neural networks NeurIPS 2018 Pelee: A Real-Time Object Detection System on Mobile Devices NeurIPS 2018 Pieces of Eight: 8-bit Neural Machine Translation NAACL 2018 Pipe-SGD: A Decentralized Pipelined SGD Framework for Distributed Deep Net Training NeurIPS 2018 Portable, layer-wise task performance monitoring for NLP models EMNLP 2018 Provably Correct Automatic Sub-Differentiation for Qualified Programs NeurIPS 2018 Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference CVPR 2018 Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation CVPR 2018 Quantum Divide-and-Conquer Anchoring for Separable Non-negative Matrix Factorization IJCAI 2018 Real-Time Rotation-Invariant Face Detection With Progressive Calibration Networks CVPR 2018 Rearranging the Familiar: Testing Compositional Generalization in Recurrent Networks EMNLP 2018 Recurrent Residual Module for Fast Inference in Videos CVPR 2018 Regularization Learning Networks: Deep Learning for Tabular Datasets NeurIPS 2018 Removing the Feature Correlation Effect of Multiplicative Noise NeurIPS 2018 Repulsion Loss: Detecting Pedestrians in a Crowd CVPR 2018 Rethinking the Smaller-Norm-Less-Informative Assumption in Channel Pruning of Convolution Layers ICLR 2018 Revisiting Character-Based Neural Machine Translation with Capacity and Compression EMNLP 2018 R-FCN-3000 at 30fps: Decoupling Detection and Classification CVPR 2018 Robust Facial Landmark Detection via a Fully-Convolutional Local-Global Context Network CVPR 2018 RSG: Beating Subgradient Method without Smoothness and Strong Convexity JMLR 2018 SBNet: Sparse Blocks Network for Fast Inference CVPR 2018 Scalable Dense Non-Rigid Structure-From-Motion: A Grassmannian Perspective CVPR 2018