Model Compression

OPQ: Compressing Deep Neural Networks with One-shot Pruning-Quantization AAAI 2021 OSOA: One-Shot Online Adaptation of Deep Generative Models for Lossless Compression NeurIPS 2021 Papago’s Submission for the WMT21 Quality Estimation Shared Task EMNLP 2021 Permute, Quantize, and Fine-Tune: Efficient Compression of Neural Networks CVPR 2021 PHEW : Constructing Sparse Networks that Learn Fast and Generalize Well without Training Data ICML 2021 Positive-Congruent Training: Towards Regression-Free Model Updates CVPR 2021 Post-Training Sparsity-Aware Quantization NeurIPS 2021 PQK: Model Compression via Pruning, Quantization, and Knowledge Distillation Interspeech 2021 Probabilistic Selective Encryption of Convolutional Neural Networks for Hierarchical Services CVPR 2021 Provable Benefits of Overparameterization in Model Compression: From Double Descent to Pruning Neural Networks AAAI 2021 Pruning Neural Machine Translation for Speed Using Group Lasso EMNLP 2021 QPP: Real-Time Quantization Parameter Prediction for Deep Neural Networks CVPR 2021 RankDistil: Knowledge Distillation for Ranking AISTATS 2021 ReCU: Reviving the Dead Weights in Binary Neural Networks ICCV 2021 RED : Looking for Redundancies for Data-FreeStructured Compression of Deep Neural Networks NeurIPS 2021 Reinforced Multi-Teacher Selection for Knowledge Distillation AAAI 2021 ResRep: Lossless CNN Pruning via Decoupling Remembering and Forgetting ICCV 2021 Robust error bounds for quantised and pruned neural networks L4DC 2021 Robust Knowledge Transfer via Hybrid Forward on the Teacher-Student Model AAAI 2021 Robust Model Compression Using Deep Hypotheses AAAI 2021 ROSITA: Refined BERT cOmpreSsion with InTegrAted techniques AAAI 2021 RT3D: Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices AAAI 2021 SA-BNN: State-Aware Binary Neural Network AAAI 2021 SACoD: Sensor Algorithm Co-Design Towards Efficient CNN-Powered Intelligent PhlatCam ICCV 2021 Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot? NeurIPS 2021