model compression

Explicitly Imposing Constraints in Deep Networks via Conditional Gradients Gives Improved Generalization and Faster Convergence AAAI 2019 Exploiting Kernel Sparsity and Entropy for Interpretable CNN Compression CVPR 2019 Exploring Unexplored Tensor Network Decompositions for Convolutional Neural Networks NeurIPS 2019 Factorization of Discriminatively Trained i-Vector Extractor for Speaker Recognition Interspeech 2019 Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells CVPR 2019 Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration CVPR 2019 Focused Quantization for Sparse CNNs NeurIPS 2019 From Research to Production and Back: Ludicrously Fast Neural Machine Translation EMNLP 2019 Fully Learnable Group Convolution for Acceleration of Deep Neural Networks CVPR 2019 Fully Quantized Network for Object Detection CVPR 2019 Gate Decorator: Global Filter Pruning Method for Accelerating Deep Convolutional Neural Networks NeurIPS 2019 Generation-Distillation for Efficient Natural Language Understanding in Low-Data Settings EMNLP 2019 Global Sparse Momentum SGD for Pruning Very Deep Neural Networks NeurIPS 2019 HAWQ: Hessian AWare Quantization of Neural Networks With Mixed-Precision ICCV 2019 HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs CVPR 2019 Hybrid 8-bit Floating Point (HFP8) Training and Inference for Deep Neural Networks NeurIPS 2019 IA-NET: Acceleration and Compression of Speech Enhancement Using Integer-Adder Deep Neural Network Interspeech 2019 Importance Estimation for Neural Network Pruning CVPR 2019 Improved Techniques for Training Adaptive Deep Networks ICCV 2019 Improving Keyword Spotting and Language Identification via Neural Architecture Search at Scale Interspeech 2019 Improving Neural Network Quantization without Retraining using Outlier Channel Splitting ICML 2019 Improving Transformer-Based Speech Recognition Systems with Compressed Structure and Speech Attributes Augmentation Interspeech 2019 In-Place Zero-Space Memory Protection for CNN NeurIPS 2019 IRLAS: Inverse Reinforcement Learning for Architecture Search CVPR 2019 KCNN: Kernel-wise Quantization to Remarkably Decrease Multiplications in Convolutional Neural Network IJCAI 2019