Efficient Computing

Streaming Batch Gradient Tracking for Neural Network Training (Student Abstract) AAAI 2020 The Right Tool for the Job: Matching Model and Instance Complexities ACL 2020 Towards Efficient Model Compression via Learned Global Ranking CVPR 2020 Towards Fully 8-bit Integer Inference for the Transformer Model IJCAI 2020 Up or Down? Adaptive Rounding for Post-Training Quantization ICML 2020 Vector-Vector-Matrix Architecture: A Novel Hardware-Aware Framework for Low-Latency Inference in NLP Applications EMNLP 2020 Adaptive Ensemble Prediction for Deep Neural Networks based on Confidence Level AISTATS 2019 Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search ICML 2019 Benchmarking Neural Network Robustness to Common Corruptions and Perturbations ICLR 2019 C3AE: Exploring the Limits of Compact Model for Age Estimation CVPR 2019 Cascaded Projection: End-To-End Network Compression and Acceleration CVPR 2019 ChamNet: Towards Efficient Network Design Through Platform-Aware Model Adaptation CVPR 2019 Direct Training for Spiking Neural Networks: Faster, Larger, Better AAAI 2019 Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting NeurIPS 2019 GeniePath: Graph Neural Networks with Adaptive Receptive Paths AAAI 2019 In Defense of Pre-Trained ImageNet Architectures for Real-Time Semantic Segmentation of Road-Driving Images CVPR 2019 Learning Channel-Wise Interactions for Binary Convolutional Neural Networks CVPR 2019 Learning to Screen for Fast Softmax Inference on Large Vocabulary Neural Networks ICLR 2019 MnasNet: Platform-Aware Neural Architecture Search for Mobile CVPR 2019 Multi-Precision Quantized Neural Networks via Encoding Decomposition of {-1,+1} AAAI 2019 Network Pruning via Transformable Architecture Search NeurIPS 2019 Network Recasting: A Universal Method for Network Architecture Transformation AAAI 2019 On-device Structured and Context Partitioned Projection Networks ACL 2019 Park: An Open Platform for Learning-Augmented Computer Systems NeurIPS 2019 Progressive Differentiable Architecture Search: Bridging the Depth Gap Between Search and Evaluation ICCV 2019