Efficient Computing

Findings of the Word-Level AutoCompletion Shared Task in WMT 2022 EMNLP 2022 Flowformer: Linearizing Transformers with Conservation Flows ICML 2022 Forget-free Continual Learning with Winning Subnetworks ICML 2022 Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics NeurIPS 2022 Hybrid Neural Networks for On-Device Directional Hearing AAAI 2022 Instance-Aware Dynamic Neural Network Quantization CVPR 2022 Interpreting Operation Selection in Differentiable Architecture Search: A Perspective from Influence-Directed Explanations NeurIPS 2022 Iterative Stratified Testing and Measurement for Automated Model Updates EMNLP 2022 Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training NeurIPS 2022 Look More but Care Less in Video Recognition NeurIPS 2022 MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection ICML 2022 MIA-Former: Efficient and Robust Vision Transformers via Multi-Grained Input-Adaptation AAAI 2022 Model Cascading: Towards Jointly Improving Efficiency and Accuracy of NLP Systems EMNLP 2022 Modeling Context With Linear Attention for Scalable Document-Level Translation EMNLP 2022 Neural Deep Equilibrium Solvers ICLR 2022 Non-Autoregressive Machine Translation: It’s Not as Fast as it Seems NAACL 2022 Optimization for Classical Machine Learning Problems on the GPU AAAI 2022 Optimized Potential Initialization for Low-Latency Spiking Neural Networks AAAI 2022 Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling NeurIPS 2022 Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language Models COLING 2022 Paramixer: Parameterizing Mixing Links in Sparse Factors Works Better Than Dot-Product Self-Attention CVPR 2022 PredStereo: An Accurate Real-Time Stereo Vision System WACV 2022 Pruning-as-Search: Efficient Neural Architecture Search via Channel Pruning and Structural Reparameterization IJCAI 2022 Pyramid-BERT: Reducing Complexity via Successive Core-set based Token Selection ACL 2022 QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization ICLR 2022