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Model Compression

1,718 papers

Papers per year

2
4
128
453
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Papers

Bayesian Bits: Unifying Quantization and Pruning NIPS 2020
Pruning neural networks without any data by iteratively conserving synaptic flow NIPS 2020
Once-for-All Adversarial Training: In-Situ Tradeoff between Robustness and Accuracy for Free NIPS 2020
Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation NIPS 2020
Automatically Learning Compact Quality-aware Surrogates for Optimization Problems NIPS 2020
SCOP: Scientific Control for Reliable Neural Network Pruning NIPS 2020
Pruning Filter in Filter NIPS 2020
Quantized Compressive Sampling of Stochastic Gradients for Efficient Communication in Distributed Deep Learning AAAI 2020
Indirect Stochastic Gradient Quantization and Its Application in Distributed Deep Learning AAAI 2020
DeGAN: Data-Enriching GAN for Retrieving Representative Samples from a Trained Classifier AAAI 2020
Few Shot Network Compression via Cross Distillation AAAI 2020
Efficient Verification of ReLU-Based Neural Networks via Dependency Analysis AAAI 2020
Information-Theoretic Understanding of Population Risk Improvement with Model Compression AAAI 2020
On the Discrepancy between the Theoretical Analysis and Practical Implementations of Compressed Communication for Distributed Deep Learning AAAI 2020
Training Decision Trees as Replacement for Convolution Layers AAAI 2020
Adversarially Robust Distillation AAAI 2020
Towards Oracle Knowledge Distillation with Neural Architecture Search AAAI 2020
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks AAAI 2020
Learning Student Networks with Few Data AAAI 2020
RTN: Reparameterized Ternary Network AAAI 2020
AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates AAAI 2020
Layerwise Sparse Coding for Pruned Deep Neural Networks with Extreme Compression Ratio AAAI 2020
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices AAAI 2020
Neural Inheritance Relation Guided One-Shot Layer Assignment Search AAAI 2020
Improved Knowledge Distillation via Teacher Assistant AAAI 2020