Model Compression

Diversifying Sample Generation for Accurate Data-Free Quantization CVPR 2021 Double-Win Quant: Aggressively Winning Robustness of Quantized Deep Neural Networks via Random Precision Training and Inference ICML 2021 DPFPS: Dynamic and Progressive Filter Pruning for Compressing Convolutional Neural Networks from Scratch AAAI 2021 Dynamic Domain Adaptation for Efficient Inference CVPR 2021 Dynamic Dual Gating Neural Networks ICCV 2021 Dynamic Region-Aware Convolution CVPR 2021 Dynamic Slimmable Network CVPR 2021 EC-DARTS: Inducing Equalized and Consistent Optimization Into DARTS ICCV 2021 Effective Sparsification of Neural Networks With Global Sparsity Constraint CVPR 2021 Efficient Inference for Multilingual Neural Machine Translation EMNLP 2021 Efficient Machine Translation with Model Pruning and Quantization EMNLP 2021 Efficient Neural Network Training via Forward and Backward Propagation Sparsification NeurIPS 2021 Enabling Lightweight Fine-tuning for Pre-trained Language Model Compression based on Matrix Product Operators ACL 2021 Energy-Friendly Keyword Spotting System Using Add-Based Convolution Interspeech 2021 Extremely Low Footprint End-to-End ASR System for Smart Device Interspeech 2021 FAME: Feature-Based Adversarial Meta-Embeddings for Robust Input Representations EMNLP 2021 FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications Interspeech 2021 FastIF: Scalable Influence Functions for Efficient Model Interpretation and Debugging EMNLP 2021 FATE: An Industrial Grade Platform for Collaborative Learning With Data Protection JMLR 2021 FATNN: Fast and Accurate Ternary Neural Networks ICCV 2021 Federated Model Distillation with Noise-Free Differential Privacy IJCAI 2021 Findings of the WMT 2021 Shared Task on Efficient Translation EMNLP 2021 Finding Sparse Structures for Domain Specific Neural Machine Translation AAAI 2021 FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout NeurIPS 2021 FP-NAS: Fast Probabilistic Neural Architecture Search CVPR 2021