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Model Compression

1674 directly classified papers

Papers per year

Papers

GradiVeQ: Vector Quantization for Bandwidth-Efficient Gradient Aggregation in Distributed CNN Training NIPS 2018
Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling EMNLP 2018
Compare, Compress and Propagate: Enhancing Neural Architectures with Alignment Factorization for Natural Language Inference EMNLP 2018
The Karlsruhe Institute of Technology Systems for the News Translation Task in WMT 2018 EMNLP 2018
Towards Effective Low-Bitwidth Convolutional Neural Networks CVPR 2018
CLIP-Q: Deep Network Compression Learning by In-Parallel Pruning-Quantization CVPR 2018
Analyzing Filters Toward Efficient ConvNet CVPR 2018
CondenseNet: An Efficient DenseNet Using Learned Group Convolutions CVPR 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference CVPR 2018
MorphNet: Fast & Simple Resource-Constrained Structure Learning of Deep Networks CVPR 2018
Modulated Convolutional Networks CVPR 2018
Inference-Invariant Transformation of Batch Normalization for Domain Adaptation of Acoustic Models INTERSPEECH 2018
Deterministic Binary Filters for Convolutional Neural Networks IJCAI 2018
HitNet: Hybrid Ternary Recurrent Neural Network NIPS 2018
Synaptic Strength For Convolutional Neural Network NIPS 2018
Learning Compressed Transforms with Low Displacement Rank NIPS 2018
Knowledge Distillation by On-the-Fly Native Ensemble NIPS 2018
Compact Personalized Models for Neural Machine Translation EMNLP 2018
Semi-Orthogonal Low-Rank Matrix Factorization for Deep Neural Networks INTERSPEECH 2018
Pieces of Eight: 8-bit Neural Machine Translation NAACL 2018
BlockDrop: Dynamic Inference Paths in Residual Networks CVPR 2018
“Learning-Compression” Algorithms for Neural Net Pruning CVPR 2018
ClcNet: Improving the Efficiency of Convolutional Neural Network Using Channel Local Convolutions CVPR 2018
Constructing Fast Network through Deconstruction of Convolution NIPS 2018
GroupReduce: Block-Wise Low-Rank Approximation for Neural Language Model Shrinking NIPS 2018