Efficient Computing

Online Learned Continual Compression with Adaptive Quantization Modules ICML 2020 On the Discrepancy between the Theoretical Analysis and Practical Implementations of Compressed Communication for Distributed Deep Learning AAAI 2020 On the importance of pre-training data volume for compact language models EMNLP 2020 On the weak link between importance and prunability of attention heads EMNLP 2020 Operation-Aware Soft Channel Pruning using Differentiable Masks ICML 2020 Optimal Policy for Deployment of Machine Learning Models on Energy-Bounded Systems IJCAI 2020 Optimization and Evaluation of an Intelligibility-Improving Signal Processing Approach (IISPA) for the Hurricane Challenge 2.0 with FADE Interspeech 2020 Optimizer Benchmarking Needs to Account for Hyperparameter Tuning ICML 2020 Optimizing Transformer for Low-Resource Neural Machine Translation COLING 2020 Organ at Risk Segmentation for Head and Neck Cancer Using Stratified Learning and Neural Architecture Search CVPR 2020 Overflow Aware Quantization: Accelerating Neural Network Inference by Low-bit Multiply-Accumulate Operations IJCAI 2020 Overview of the SustaiNLP 2020 Shared Task EMNLP 2020 Parallel Rescoring with Transformer for Streaming On-Device Speech Recognition Interspeech 2020 Partial Weight Adaptation for Robust DNN Inference CVPR 2020 Patch Proposal Network for Fast Semantic Segmentation of High-Resolution Images AAAI 2020 PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search ICLR 2020 PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices AAAI 2020 Pegasus: Tolerating Skewed Workloads in Distributed Storage with In-Network Coherence Directories OSDI 2020 PENNI: Pruned Kernel Sharing for Efficient CNN Inference ICML 2020 Persistent State Machines for Recoverable In-memory Storage Systems with NVRam OSDI 2020 PipeSwitch: Fast Pipelined Context Switching for Deep Learning Applications OSDI 2020 Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks AAAI 2020 Polishing the Classical Likelihood Ratio Test by Supervised Learning for Voice Activity Detection Interspeech 2020 Position-based Scaled Gradient for Model Quantization and Pruning NeurIPS 2020 POST: POlicy-Based Switch Tracking AAAI 2020