Efficient Computing

The RoyalFlush System for the WMT 2022 Efficiency Task EMNLP 2022 Theseus: A Library for Differentiable Nonlinear Optimization NeurIPS 2022 The State of Sparse Training in Deep Reinforcement Learning ICML 2022 The Trade-offs of Domain Adaptation for Neural Language Models ACL 2022 The trade-offs of model size in large recommendation models : 100GB to 10MB Criteo-tb DLRM model NeurIPS 2022 The Unreasonable Effectiveness of Random Pruning: Return of the Most Naive Baseline for Sparse Training ICLR 2022 Tiger: Disk-Adaptive Redundancy Without Placement Restrictions OSDI 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 Dropping for Efficient BERT Pretraining ACL 2022 TopFormer: Token Pyramid Transformer for Mobile Semantic Segmentation CVPR 2022 Top-label calibration and multiclass-to-binary reductions ICLR 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 Towards Climate Awareness in NLP Research EMNLP 2022 Towards Computationally Feasible Deep Active Learning NAACL 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 Green ASR: Lossless 4-bit Quantization of a Hybrid TDNN System on the 300-hr Swithboard Corpus Interspeech 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 tPLCnet: Real-time Deep Packet Loss Concealment in the Time Domain Using a Short Temporal Context Interspeech 2022 TPU-KNN: K Nearest Neighbor Search at Peak FLOP/s NeurIPS 2022