Optimization & Theory

Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition EMNLP 2019 Improving Deep Transformer with Depth-Scaled Initialization and Merged Attention EMNLP 2019 Improving Keyword Spotting and Language Identification via Neural Architecture Search at Scale Interspeech 2019 In Defense of Pre-Trained ImageNet Architectures for Real-Time Semantic Segmentation of Road-Driving Images CVPR 2019 Initialization of ReLUs for Dynamical Isometry NeurIPS 2019 In-Place Zero-Space Memory Protection for CNN NeurIPS 2019 Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering Bandwidth CVPR 2019 Inter-Class Angular Loss for Convolutional Neural Networks AAAI 2019 Interpretable and Fine-Grained Visual Explanations for Convolutional Neural Networks CVPR 2019 Interpreting Deep Models for Text Analysis via Optimization and Regularization Methods AAAI 2019 Inverse Abstraction of Neural Networks Using Symbolic Interpolation AAAI 2019 Inverse Path Tracing for Joint Material and Lighting Estimation CVPR 2019 IRLAS: Inverse Reinforcement Learning for Architecture Search CVPR 2019 Iterative Residual Refinement for Joint Optical Flow and Occlusion Estimation CVPR 2019 KCNN: Kernel-wise Quantization to Remarkably Decrease Multiplications in Convolutional Neural Network IJCAI 2019 Knowing When to Stop: Evaluation and Verification of Conformity to Output-Size Specifications CVPR 2019 Large-Scale Distributed Second-Order Optimization Using Kronecker-Factored Approximate Curvature for Deep Convolutional Neural Networks CVPR 2019 Learnability for the Information Bottleneck UAI 2019 Learning Adaptive Random Features AAAI 2019 Learning Anytime Predictions in Neural Networks via Adaptive Loss Balancing AAAI 2019 Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs ACL 2019 Learning-Based Low-Rank Approximations NeurIPS 2019 Learning Channel-Wise Interactions for Binary Convolutional Neural Networks CVPR 2019 Learning Compressed Sentence Representations for On-Device Text Processing ACL 2019 Learning Dynamic Generator Model by Alternating Back-Propagation through Time AAAI 2019