model compression

The State of Sparse Training in Deep Reinforcement Learning ICML 2022 The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model NeurIPS 2022 Thrifty Neural Architecture Search for Medical Image Segmentation (Student Abstract) AAAI 2022 TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources IJCAI 2022 Tiny-Sepformer: A Tiny Time-Domain Transformer Network For Speech Separation Interspeech 2022 To Fold or Not to Fold: a Necessary and Sufficient Condition on Batch-Normalization Layers Folding IJCAI 2022 Token and Head Adaptive Transformers for Efficient Natural Language Processing COLING 2022 Token Dropping for Efficient BERT Pretraining ACL 2022 Too Brittle to Touch: Comparing the Stability of Quantization and Distillation towards Developing Low-Resource MT Models EMNLP 2022 Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning ICML 2022 Toward Efficient Low-Precision Training: Data Format Optimization and Hysteresis Quantization ICLR 2022 Toward Low-Cost End-to-End Spoken Language Understanding Interspeech 2022 Towards Disentangling Information Paths with Coded ResNeXt NeurIPS 2022 Towards Efficient 3D Object Detection with Knowledge Distillation NeurIPS 2022 Towards Efficient NLP: A Standard Evaluation and A Strong Baseline NAACL 2022 Towards Efficient Post-training Quantization of Pre-trained Language Models NeurIPS 2022 Towards Fully Sparse Training: Information Restoration with Spatial Similarity AAAI 2022 Towards Light-Weight and Real-Time Line Segment Detection AAAI 2022 Towards Simple and Efficient Task-Adaptive Pre-training for Text Classification AACL 2022 Tracking Down Misguiding Terms for Locating Bugs in Deep Learning-Based Software (Student Abstract) AAAI 2022 Train Flat, Then Compress: Sharpness-Aware Minimization Learns More Compressible Models EMNLP 2022 Training Your Sparse Neural Network Better with Any Mask ICML 2022 Transkimmer: Transformer Learns to Layer-wise Skim ACL 2022 TREC: Transient Redundancy Elimination-based Convolution NeurIPS 2022 Tricks for Training Sparse Translation Models NAACL 2022