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Model Compression

1,785 papers

Papers per year

7
197
419
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Papers

On the Discrepancy between the Theoretical Analysis and Practical Implementations of Compressed Communication for Distributed Deep Learning AAAI 2020
Adversarially Robust Distillation AAAI 2020
Plug-in, Trainable Gate for Streamlining Arbitrary Neural Networks AAAI 2020
Learning Student Networks with Few Data AAAI 2020
URNet: User-Resizable Residual Networks with Conditional Gating Module 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
Radial and Directional Posteriors for Bayesian Deep Learning AAAI 2020
DARB: A Density-Adaptive Regular-Block Pruning for Deep Neural Networks AAAI 2020
Linear Context Transform Block AAAI 2020
Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference AAAI 2020
HLHLp: Quantized Neural Networks Training for Reaching Flat Minima in Loss Surface AAAI 2020
Reborn Filters: Pruning Convolutional Neural Networks with Limited Data AAAI 2020
Dynamic Network Pruning with Interpretable Layerwise Channel Selection AAAI 2020
Towards Certificated Model Robustness Against Weight Perturbations AAAI 2020
Regional Tree Regularization for Interpretability in Deep Neural Networks AAAI 2020
Light Multi-Segment Activation for Model Compression AAAI 2020
Towards Accurate Low Bit-Width Quantization with Multiple Phase Adaptations AAAI 2020
Harmonious Coexistence of Structured Weight Pruning and Ternarization for Deep Neural Networks AAAI 2020
AutoShrink: A Topology-Aware NAS for Discovering Efficient Neural Architecture AAAI 2020
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT AAAI 2020