Model Compression

Compressing 1D Time-Channel Separable Convolutions Using Sparse Random Ternary Matrices Interspeech 2021 Compressing Deep Convolutional Neural Networks by Stacking Low-dimensional Binary Convolution Filters AAAI 2021 CondenseNet V2: Sparse Feature Reactivation for Deep Networks CVPR 2021 Content-Aware GAN Compression CVPR 2021 Continual Learning via Bit-Level Information Preserving CVPR 2021 Contributions of Transformer Attention Heads in Multi- and Cross-lingual Tasks ACL 2021 Convolutional Neural Network Pruning With Structural Redundancy Reduction CVPR 2021 Decomposable-Net: Scalable Low-Rank Compression for Neural Networks IJCAI 2021 Deeplite NeutrinoTM: A BlackBox Framework for Constrained Deep Learning Model Optimization AAAI 2021 DeepReduce: A Sparse-tensor Communication Framework for Federated Deep Learning NeurIPS 2021 DeepReDuce: ReLU Reduction for Fast Private Inference ICML 2021 Deformable Butterfly: A Highly Structured and Sparse Linear Transform NeurIPS 2021 DeLighT: Deep and Light-weight Transformer ICLR 2021 Demystifying and Generalizing BinaryConnect NeurIPS 2021 Dense for the Price of Sparse: Improved Performance of Sparsely Initialized Networks via a Subspace Offset ICML 2021 DISCO: Dynamic and Invariant Sensitive Channel Obfuscation for Deep Neural Networks CVPR 2021 Disentangling Representations of Text by Masking Transformers EMNLP 2021 Distribution Adaptive INT8 Quantization for Training CNNs AAAI 2021 Diverse Branch Block: Building a Convolution as an Inception-Like Unit CVPR 2021 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 DPOQ: Dynamic Precision Onion Quantization ACML 2021 Dynamic Encoder Transducer: A Flexible Solution for Trading Off Accuracy for Latency Interspeech 2021 Dynamic Slimmable Network CVPR 2021