Efficient Computing

TRQ: Ternary Neural Networks With Residual Quantization AAAI 2021 Understanding and Overcoming the Challenges of Efficient Transformer Quantization EMNLP 2021 Understanding the wiring evolution in differentiable neural architecture search AISTATS 2021 Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models EMNLP 2021 Zen-NAS: A Zero-Shot NAS for High-Performance Image Recognition ICCV 2021 Adaptive Convolutional ReLUs AAAI 2020 AirNet: A Calibration Model for Low-Cost Air Monitoring Sensors Using Dual Sequence Encoder Networks AAAI 2020 A mathematical model for automatic differentiation in machine learning NeurIPS 2020 An ADMM Based Framework for AutoML Pipeline Configuration AAAI 2020 AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates AAAI 2020 Automatic Speech Recognition Benchmark for Air-Traffic Communications Interspeech 2020 AutoML-Zero: Evolving Machine Learning Algorithms From Scratch ICML 2020 AutoSpeech: Neural Architecture Search for Speaker Recognition Interspeech 2020 Can Weight Sharing Outperform Random Architecture Search? An Investigation With TuNAS CVPR 2020 CARS: Continuous Evolution for Efficient Neural Architecture Search CVPR 2020 CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning IJCAI 2020 Deep Reservoir Computing Meets 5G MIMO-OFDM Systems in Symbol Detection AAAI 2020 Deep Spiking Delayed Feedback Reservoirs and Its Application in Spectrum Sensing of MIMO-OFDM Dynamic Spectrum Sharing AAAI 2020 Densely Connected Search Space for More Flexible Neural Architecture Search CVPR 2020 Depth-Adaptive Transformer ICLR 2020 Differential Equation Units: Learning Functional Forms of Activation Functions from Data AAAI 2020 Don't Use Large Mini-batches, Use Local SGD ICLR 2020 DSNAS: Direct Neural Architecture Search Without Parameter Retraining CVPR 2020 Effective AER Object Classification Using Segmented Probability-Maximization Learning in Spiking Neural Networks AAAI 2020 Efficient Algorithms for Device Placement of DNN Graph Operators NeurIPS 2020