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Efficient Computing

1253 directly classified papers

Papers per year

Papers

Learning-Based Low-Rank Approximations NIPS 2019
In-Place Zero-Space Memory Protection for CNN NIPS 2019
Fast Low-rank Metric Learning for Large-scale and High-dimensional Data NIPS 2019
GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism NIPS 2019
Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization CVPR 2019
SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers NIPS 2019
Adaptive Attention Span in Transformers ACL 2019
Constrained deep neural network architecture search for IoT devices accounting for hardware calibration NIPS 2019
CondConv: Conditionally Parameterized Convolutions for Efficient Inference NIPS 2019
A Graph Theoretic Framework of Recomputation Algorithms for Memory-Efficient Backpropagation NIPS 2019
A Tensorized Transformer for Language Modeling NIPS 2019
PowerSGD: Practical Low-Rank Gradient Compression for Distributed Optimization NIPS 2019
LiteEval: A Coarse-to-Fine Framework for Resource Efficient Video Recognition NIPS 2019
AutoAssist: A Framework to Accelerate Training of Deep Neural Networks NIPS 2019
Robust Text Classifier on Test-Time Budgets EMNLP 2019
Combining Global Sparse Gradients with Local Gradients in Distributed Neural Network Training EMNLP 2019
ProSeqo: Projection Sequence Networks for On-Device Text Classification EMNLP 2019
Achieving Verified Robustness to Symbol Substitutions via Interval Bound Propagation EMNLP 2019
Certified Robustness to Adversarial Word Substitutions EMNLP 2019
PRADO: Projection Attention Networks for Document Classification On-Device EMNLP 2019
Hint-Based Training for Non-Autoregressive Machine Translation EMNLP 2019
Accel: A Corrective Fusion Network for Efficient Semantic Segmentation on Video CVPR 2019
Enhancing Diversity of Defocus Blur Detectors via Cross-Ensemble Network CVPR 2019
MaxpoolNMS: Getting Rid of NMS Bottlenecks in Two-Stage Object Detectors CVPR 2019
DFANet: Deep Feature Aggregation for Real-Time Semantic Segmentation CVPR 2019