Model Compression

Quadapter: Adapter for GPT-2 Quantization EMNLP 2022 Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free CVPR 2022 Q-ViT: Accurate and Fully Quantized Low-bit Vision Transformer NeurIPS 2022 RAPQ: Rescuing Accuracy for Power-of-Two Low-bit Post-training Quantization IJCAI 2022 Rare Gems: Finding Lottery Tickets at Initialization NeurIPS 2022 Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm NeurIPS 2022 RedApt: An Adaptor for wav2vec 2 EncodingFaster and Smaller Speech Translation without Quality Compromise EMNLP 2022 Reducing Energy Consumption of Pressure Sensor Calibration Using Polynomial HyperNetworks with Fourier Features AAAI 2022 Regularizing Transformer-based Acoustic Models by Penalizing Attention Weights Interspeech 2022 ReMoNet: Recurrent Multi-Output Network for Efficient Video Denoising AAAI 2022 Removing Batch Normalization Boosts Adversarial Training ICML 2022 Rep-Net: Efficient On-Device Learning via Feature Reprogramming CVPR 2022 Reversible Vision Transformers CVPR 2022 Revisiting Locality Sensitive Hashing for Vocabulary Selection in Fast Neural Machine Translation EMNLP 2022 Revisiting Random Channel Pruning for Neural Network Compression CVPR 2022 Robust Lottery Tickets for Pre-trained Language Models ACL 2022 SceneSqueezer: Learning To Compress Scene for Camera Relocalization CVPR 2022 SDQ: Stochastic Differentiable Quantization with Mixed Precision ICML 2022 SDR: Efficient Neural Re-ranking using Succinct Document Representation ACL 2022 ShiftAddNAS: Hardware-Inspired Search for More Accurate and Efficient Neural Networks ICML 2022 SInGE: Sparsity via Integrated Gradients Estimation of Neuron Relevance NeurIPS 2022 SkipBERT: Efficient Inference with Shallow Layer Skipping ACL 2022 Slimmable Domain Adaptation CVPR 2022 SMaLL-100: Introducing Shallow Multilingual Machine Translation Model for Low-Resource Languages EMNLP 2022 SmartIdx: Reducing Communication Cost in Federated Learning by Exploiting the CNNs Structures AAAI 2022