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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

DWM: A Decomposable Winograd Method for Convolution Acceleration AAAI 2020
URNet: User-Resizable Residual Networks with Conditional Gating Module AAAI 2020
Linear Context Transform Block AAAI 2020
HLHLp: Quantized Neural Networks Training for Reaching Flat Minima in Loss Surface AAAI 2020
AutoShrink: A Topology-Aware NAS for Discovering Efficient Neural Architecture AAAI 2020
Incremental Multi-Domain Learning with Network Latent Tensor Factorization AAAI 2020
Channel Pruning Guided by Classification Loss and Feature Importance AAAI 2020
Efficient Residual Dense Block Search for Image Super-Resolution AAAI 2020
Streaming Batch Gradient Tracking for Neural Network Training (Student Abstract) AAAI 2020
Distill BERT to Traditional Models in Chinese Machine Reading Comprehension (Student Abstract) AAAI 2020
Adversarial Self-Supervised Data-Free Distillation for Text Classification EMNLP 2020
AdaBERT: Task-Adaptive BERT Compression with Differentiable Neural Architecture Search IJCAI 2020
Rethinking Depthwise Separable Convolutions: How Intra-Kernel Correlations Lead to Improved MobileNets CVPR 2020
Network Adjustment: Channel Search Guided by FLOPs Utilization Ratio CVPR 2020
Dynamic Convolution: Attention Over Convolution Kernels CVPR 2020
Butterfly Transform: An Efficient FFT Based Neural Architecture Design CVPR 2020
Defending and Harnessing the Bit-Flip Based Adversarial Weight Attack CVPR 2020
Structure-Level Knowledge Distillation For Multilingual Sequence Labeling ACL 2020
MnasFPN: Learning Latency-Aware Pyramid Architecture for Object Detection on Mobile Devices CVPR 2020
Predicting Detection Filters for Small Footprint Open-Vocabulary Keyword Spotting INTERSPEECH 2020
Densely Connected Search Space for More Flexible Neural Architecture Search CVPR 2020
Knowledge Graph Embedding Compression ACL 2020
The Cascade Transformer: an Application for Efficient Answer Sentence Selection ACL 2020
Towards Robustifying NLI Models Against Lexical Dataset Biases ACL 2020
TextBrewer: An Open-Source Knowledge Distillation Toolkit for Natural Language Processing ACL 2020