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model compression

3283 papers

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MC

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knowledge distillation (3680) large language model (12755) neural network (6616) efficient computing (779) neural network optimization (1293) transfer learning (5442) convolutional neural network (4216) neural network pruning (265) language model (4573) parameter efficiency (415)

Papers

Reborn Filters: Pruning Convolutional Neural Networks with Limited Data AAAI 2020
Harmonious Coexistence of Structured Weight Pruning and Ternarization for Deep Neural Networks AAAI 2020
Binarized Neural Architecture Search AAAI 2020
TinyLSTMs: Efficient Neural Speech Enhancement for Hearing Aids INTERSPEECH 2020
Compact Speaker Embedding: lrx-Vector INTERSPEECH 2020
Depthwise Separable Convolutional ResNet with Squeeze-and-Excitation Blocks for Small-Footprint Keyword Spotting INTERSPEECH 2020
Compressing LSTM Networks with Hierarchical Coarse-Grain Sparsity INTERSPEECH 2020
Hierarchical Knowledge Squeezed Adversarial Network Compression AAAI 2020
Ultrafast Video Attention Prediction with Coupled Knowledge Distillation AAAI 2020
Exploit and Replace: An Asymmetrical Two-Stream Architecture for Versatile Light Field Saliency Detection AAAI 2020
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks NIPS 2020
MoBiNet: A Mobile Binary Network for Image Classification WACV 2020
Scalable Attentive Sentence Pair Modeling via Distilled Sentence Embedding AAAI 2020
TKD: Temporal Knowledge Distillation for Active Perception WACV 2020
Quantized Compressive Sampling of Stochastic Gradients for Efficient Communication in Distributed Deep Learning AAAI 2020
Learning Student Networks with Few Data AAAI 2020
Neural Inheritance Relation Guided One-Shot Layer Assignment Search AAAI 2020
Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference AAAI 2020
Differential Equation Units: Learning Functional Forms of Activation Functions from Data AAAI 2020
Regional Tree Regularization for Interpretability in Deep Neural Networks AAAI 2020
Towards Accurate Low Bit-Width Quantization with Multiple Phase Adaptations AAAI 2020
Compressing Pre-trained Language Models by Matrix Decomposition AACL 2020
Lightweight Text Classifier using Sinusoidal Positional Encoding AACL 2020
FIREPruning: Learning-based Filter Pruning for Convolutional Neural Network Compression ACML 2020
Towards Efficient Model Compression via Learned Global Ranking CVPR 2020