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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

Analyzing Redundancy in Pretrained Transformer Models EMNLP 2020
Load What You Need: Smaller Versions of Mutililingual BERT EMNLP 2020
Efficient Inference For Neural Machine Translation EMNLP 2020
End to End Binarized Neural Networks for Text Classification EMNLP 2020
Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation EMNLP 2020
Compressing Transformer-Based Semantic Parsing Models using Compositional Code Embeddings EMNLP 2020
DiPair: Fast and Accurate Distillation for Trillion-Scale Text Matching and Pair Modeling EMNLP 2020
On the weak link between importance and prunability of attention heads EMNLP 2020
Losing Heads in the Lottery: Pruning Transformer Attention in Neural Machine Translation EMNLP 2020
Towards Inheritable Models for Open-Set Domain Adaptation CVPR 2020
Distill, Adapt, Distill: Training Small, In-Domain Models for Neural Machine Translation ACL 2020
Balancing Cost and Benefit with Tied-Multi Transformers ACL 2020
Efficient Neural Vision Systems Based on Convolutional Image Acquisition CVPR 2020
Online Knowledge Distillation via Collaborative Learning CVPR 2020
GAN Compression: Efficient Architectures for Interactive Conditional GANs CVPR 2020
Learning Sparse Neural Networks for Better Generalization IJCAI 2020
CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning IJCAI 2020
P-KDGAN: Progressive Knowledge Distillation with GANs for One-class Novelty Detection IJCAI 2020
Spectral Pruning: Compressing Deep Neural Networks via Spectral Analysis and its Generalization Error IJCAI 2020
Soft Threshold Ternary Networks IJCAI 2020
AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates AAAI 2020
Pruning from Scratch AAAI 2020
Sparsity-Inducing Binarized Neural Networks AAAI 2020
DARB: A Density-Adaptive Regular-Block Pruning for Deep Neural Networks AAAI 2020
Fully Nested Neural Network for Adaptive Compression and Quantization IJCAI 2020