Model Compression

A Winning Hand: Compressing Deep Networks Can Improve Out-of-Distribution Robustness NeurIPS 2021 BASE Layers: Simplifying Training of Large, Sparse Models ICML 2021 BERxiT: Early Exiting for BERT with Better Fine-Tuning and Extension to Regression EACL 2021 Beyond Preserved Accuracy: Evaluating Loyalty and Robustness of BERT Compression EMNLP 2021 Bi-GCN: Binary Graph Convolutional Network CVPR 2021 BinaryBERT: Pushing the Limit of BERT Quantization ACL 2021 Binary Neural Network for Speaker Verification Interspeech 2021 Bit-Mixer: Mixed-Precision Networks With Runtime Bit-Width Selection ICCV 2021 Block Pruning For Faster Transformers EMNLP 2021 CAPE: Context-Aware Private Embeddings for Private Language Learning EMNLP 2021 CascadeBERT: Accelerating Inference of Pre-trained Language Models via Calibrated Complete Models Cascade EMNLP 2021 CBP: backpropagation with constraint on weight precision using a pseudo-Lagrange multiplier method NeurIPS 2021 CDFI: Compression-Driven Network Design for Frame Interpolation CVPR 2021 Certifying Top-Down Decision-DNNF Compilers AAAI 2021 Chasing Sparsity in Vision Transformers: An End-to-End Exploration NeurIPS 2021 CHIP: CHannel Independence-based Pruning for Compact Neural Networks NeurIPS 2021 CIFS: Improving Adversarial Robustness of CNNs via Channel-wise Importance-based Feature Selection ICML 2021 Class-Disentanglement and Applications in Adversarial Detection and Defense NeurIPS 2021 Classification-based Quality Estimation: Small and Efficient Models for Real-world Applications EMNLP 2021 Cluster-Promoting Quantization With Bit-Drop for Minimizing Network Quantization Loss ICCV 2021 Compacter: Efficient Low-Rank Hypercomplex Adapter Layers NeurIPS 2021 Complementary Relation Contrastive Distillation CVPR 2021 Compressing Neural Networks: Towards Determining the Optimal Layer-wise Decomposition NeurIPS 2021 Configurable Privacy-Preserving Automatic Speech Recognition Interspeech 2021 Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking ACL 2021