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Efficient Computing

6876 directly classified papers

Papers per year

Papers

Rectified Binary Convolutional Networks for Enhancing the Performance of 1-bit DCNNs IJCAI 2019
Learning Instance-wise Sparsity for Accelerating Deep Models IJCAI 2019
ECC: Platform-Independent Energy-Constrained Deep Neural Network Compression via a Bilinear Regression Model CVPR 2019
Importance Estimation for Neural Network Pruning CVPR 2019
KAMA-NNs: Low-dimensional Rotation Based Neural Networks AISTATS 2019
Towards a Theoretical Understanding of Hashing-Based Neural Nets AISTATS 2019
Correctness and Performance for Stateful Chained Network Functions NSDI 2019
Model-Agnostic and Efficient Exploration of Numerical State Space of Real-World TCP Congestion Control Implementations NSDI 2019
Neural Network Distillation on IoT Platforms for Sound Event Detection INTERSPEECH 2019
Binary Speech Features for Keyword Spotting Tasks INTERSPEECH 2019
Speech Emotion Recognition with a Reject Option INTERSPEECH 2019
Shenango: Achieving High CPU Efficiency for Latency-sensitive Datacenter Workloads NSDI 2019
dShark: A General, Easy to Program and Scalable Framework for Analyzing In-network Packet Traces NSDI 2019
Unidirectional Neural Network Architectures for End-to-End Automatic Speech Recognition INTERSPEECH 2019
Improving Neural Network Quantization without Retraining using Outlier Channel Splitting ICML 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks ICML 2019
Ithemal: Accurate, Portable and Fast Basic Block Throughput Estimation using Deep Neural Networks ICML 2019
Learning Fully Dense Neural Networks for Image Semantic Segmentation AAAI 2019
Network Recasting: A Universal Method for Network Architecture Transformation AAAI 2019
Balanced Sparsity for Efficient DNN Inference on GPU AAAI 2019
SimpleDet: A Simple and Versatile Distributed Framework for Object Detection and Instance Recognition JMLR 2019
Deterministic Routing between Layout Abstractions for Multi-Scale Classification of Visually Rich Documents IJCAI 2019
Universal Approximation Property and Equivalence of Stochastic Computing-Based Neural Networks and Binary Neural Networks AAAI 2019
MulCode: A Multiplicative Multi-way Model for Compressing Neural Language Model EMNLP 2019
From Research to Production and Back: Ludicrously Fast Neural Machine Translation EMNLP 2019