Model Compression

Wide Hidden Expansion Layer for Deep Convolutional Neural Networks WACV 2020 Winning the Lottery with Continuous Sparsification NeurIPS 2020 word2ket: Space-efficient Word Embeddings inspired by Quantum Entanglement ICLR 2020 XtremeDistil: Multi-stage Distillation for Massive Multilingual Models ACL 2020 ZeroQ: A Novel Zero Shot Quantization Framework CVPR 2020 Accel: A Corrective Fusion Network for Efficient Semantic Segmentation on Video CVPR 2019 Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned ACL 2019 An Efficient Compressive Convolutional Network for Unified Object Detection and Image Compression AAAI 2019 A Neurobiological Evaluation Metric for Neural Network Model Search CVPR 2019 Approximated Oracle Filter Pruning for Destructive CNN Width Optimization ICML 2019 A Tensorized Transformer for Language Modeling NeurIPS 2019 Auto-Sizing the Transformer Network: Improving Speed, Efficiency, and Performance for Low-Resource Machine Translation EMNLP 2019 Balanced Sparsity for Efficient DNN Inference on GPU AAAI 2019 Band-limited Training and Inference for Convolutional Neural Networks ICML 2019 Binary Ensemble Neural Network: More Bits per Network or More Networks per Bit? CVPR 2019 Cascaded Projection: End-To-End Network Compression and Acceleration CVPR 2019 Centripetal SGD for Pruning Very Deep Convolutional Networks With Complicated Structure CVPR 2019 CircConv: A Structured Convolution with Low Complexity AAAI 2019 Circulant Binary Convolutional Networks: Enhancing the Performance of 1-Bit DCNNs With Circulant Back Propagation CVPR 2019 Composite Binary Decomposition Networks AAAI 2019 Compressing Convolutional Neural Networks via Factorized Convolutional Filters CVPR 2019 Compressing Recurrent Neural Networks with Tensor Ring for Action Recognition AAAI 2019 Cross Domain Model Compression by Structurally Weight Sharing CVPR 2019 Data-Distortion Guided Self-Distillation for Deep Neural Networks AAAI 2019 Data-Driven Neuron Allocation for Scale Aggregation Networks CVPR 2019