Model Architecture

Non-normal Recurrent Neural Network (nnRNN): learning long time dependencies while improving expressivity with transient dynamics NeurIPS 2019 Non-vacuous Generalization Bounds at the ImageNet Scale: a PAC-Bayesian Compression Approach ICLR 2019 Numerically Accurate Hyperbolic Embeddings Using Tiling-Based Models NeurIPS 2019 Octree Guided CNN With Spherical Kernels for 3D Point Clouds CVPR 2019 OICSR: Out-In-Channel Sparsity Regularization for Compact Deep Neural Networks CVPR 2019 One-Shot Neural Architecture Search via Self-Evaluated Template Network ICCV 2019 On Implicit Filter Level Sparsity in Convolutional Neural Networks CVPR 2019 On Lazy Training in Differentiable Programming NeurIPS 2019 On Learning Interpretable CNNs with Parametric Modulated Kernel-Based Filters Interspeech 2019 On the Effectiveness of the Pooling Methods for Biomedical Relation Extraction with Deep Learning EMNLP 2019 On the Impact of the Activation function on Deep Neural Networks Training ICML 2019 On the Realization of Compositionality in Neural Networks ACL 2019 Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks ICLR 2019 Our Neural Machine Translation Systems for WAT 2019 EMNLP 2019 P2SGrad: Refined Gradients for Optimizing Deep Face Models CVPR 2019 Parameter Enhancement for MELP Speech Codec in Noisy Communication Environment Interspeech 2019 Pardeep at SemEval-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media using Deep Learning SemEval 2019 Partially Encrypted Deep Learning using Functional Encryption NeurIPS 2019 Partial Order Pruning: For Best Speed/Accuracy Trade-Off in Neural Architecture Search CVPR 2019 PeerNets: Exploiting Peer Wisdom Against Adversarial Attacks ICLR 2019 Perspective-Guided Convolution Networks for Crowd Counting ICCV 2019 Per-Tensor Fixed-Point Quantization of the Back-Propagation Algorithm ICLR 2019 Pix2Vox: Context-Aware 3D Reconstruction From Single and Multi-View Images ICCV 2019 Pixel-Adaptive Convolutional Neural Networks CVPR 2019 PointConv: Deep Convolutional Networks on 3D Point Clouds CVPR 2019