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Model Compression

1,785 papers

Papers per year

7
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419
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Papers

Auto-Sizing the Transformer Network: Improving Speed, Efficiency, and Performance for Low-Resource Machine Translation EMNLP 2019
From Research to Production and Back: Ludicrously Fast Neural Machine Translation EMNLP 2019
Efficiency through Auto-Sizing: Notre Dame NLP’s Submission to the WNGT 2019 Efficiency Task EMNLP 2019
Overcoming Multi-model Forgetting ICML 2019
Approximated Oracle Filter Pruning for Destructive CNN Width Optimization ICML 2019
Band-limited Training and Inference for Convolutional Neural Networks ICML 2019
Protecting Neural Networks with Hierarchical Random Switching: Towards Better Robustness-Accuracy Trade-off for Stochastic Defenses IJCAI 2019
Heterogeneous Bitwidth Binarization in Convolutional Neural Networks NIPS 2018
Synaptic Strength For Convolutional Neural Network NIPS 2018
HitNet: Hybrid Ternary Recurrent Neural Network NIPS 2018
Learning Compressed Transforms with Low Displacement Rank NIPS 2018
Knowledge Distillation by On-the-Fly Native Ensemble NIPS 2018
Constructing Fast Network through Deconstruction of Convolution NIPS 2018
GroupReduce: Block-Wise Low-Rank Approximation for Neural Language Model Shrinking NIPS 2018
Frequency-Domain Dynamic Pruning for Convolutional Neural Networks NIPS 2018
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network NIPS 2018
GradiVeQ: Vector Quantization for Bandwidth-Efficient Gradient Aggregation in Distributed CNN Training NIPS 2018
Learning Versatile Filters for Efficient Convolutional Neural Networks NIPS 2018
Low-rank passthrough neural networks ACL 2018
OpenNMT System Description for WNMT 2018: 800 words/sec on a single-core CPU ACL 2018
Marian: Cost-effective High-Quality Neural Machine Translation in C++ ACL 2018
Hypernetwork-based Implicit Posterior Estimation and Model Averaging of CNN ACML 2018
Dropout as a Low-Rank Regularizer for Matrix Factorization AISTATS 2018
Modulated Convolutional Networks CVPR 2018
MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks CVPR 2018