Model Compression

Automatic Neural Network Compression by Sparsity-Quantization Joint Learning: A Constrained Optimization-Based Approach CVPR 2020 Bayesian Bits: Unifying Quantization and Pruning NeurIPS 2020 Bayesian Sparsification of Deep C-valued Networks ICML 2020 BERT-EMD: Many-to-Many Layer Mapping for BERT Compression with Earth Mover’s Distance EMNLP 2020 Beyond Network Pruning: a Joint Search-and-Training Approach IJCAI 2020 Binarizing MobileNet via Evolution-Based Searching CVPR 2020 BinaryDuo: Reducing Gradient Mismatch in Binary Activation Network by Coupling Binary Activations ICLR 2020 Butterfly Transform: An Efficient FFT Based Neural Architecture Design CVPR 2020 CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning IJCAI 2020 Channel Pruning Guided by Classification Loss and Feature Importance AAAI 2020 Channel Pruning via Automatic Structure Search IJCAI 2020 Compressing Pre-trained Language Models by Matrix Decomposition AACL 2020 DARB: A Density-Adaptive Regular-Block Pruning for Deep Neural Networks AAAI 2020 Defending and Harnessing the Bit-Flip Based Adversarial Weight Attack CVPR 2020 DeGAN: Data-Enriching GAN for Retrieving Representative Samples from a Trained Classifier AAAI 2020 DeltaGrad: Rapid retraining of machine learning models ICML 2020 DFQF: Data Free Quantization-aware Fine-tuning ACML 2020 Discrete Model Compression With Resource Constraint for Deep Neural Networks CVPR 2020 Dissecting Lottery Ticket Transformers: Structural and Behavioral Study of Sparse Neural Machine Translation EMNLP 2020 DropNet: Reducing Neural Network Complexity via Iterative Pruning ICML 2020 Dynamic Network Pruning with Interpretable Layerwise Channel Selection AAAI 2020 Efficient Verification of ReLU-Based Neural Networks via Dependency Analysis AAAI 2020 Efficient WaveGlow: An Improved WaveGlow Vocoder with Enhanced Speed Interspeech 2020 End to End Binarized Neural Networks for Text Classification EMNLP 2020 Estimating Reachable Sets with Scenario Optimization L4DC 2020