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model compression

3302 papers

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MC

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knowledge distillation (3725) large language model (13587) neural network (6616) efficient computing (781) neural network optimization (1293) transfer learning (5449) convolutional neural network (4226) neural network pruning (265) language model (4599) parameter efficiency (417)

Papers

Iterative Deep Model Compression and Acceleration in the Frequency Domain ACML 2021
Layer-Wise Neural Network Compression via Layer Fusion ACML 2021
Matching Distributions between Model and Data: Cross-domain Knowledge Distillation for Unsupervised Domain Adaptation IJCNLP 2021
Generalized Depthwise-Separable Convolutions for Adversarially Robust and Efficient Neural Networks NIPS 2021
Rethinking the Pruning Criteria for Convolutional Neural Network NIPS 2021
GAML-BERT: Improving BERT Early Exiting by Gradient Aligned Mutual Learning EMNLP 2021
TenTrans High-Performance Inference Toolkit for WMT2021 Efficiency Task EMNLP 2021
Direction is what you need: Improving Word Embedding Compression in Large Language Models ACL 2021
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering EMNLP 2021
Post-training Quantization with Multiple Points: Mixed Precision without Mixed Precision AAAI 2021
Revisiting Pretraining with Adapters ACL 2021
The Elastic Lottery Ticket Hypothesis NIPS 2021
AutoLR: Layer-wise Pruning and Auto-tuning of Learning Rates in Fine-tuning of Deep Networks AAAI 2021
ReadOnce Transformers: Reusable Representations of Text for Transformers ACL 2021
LeeBERT: Learned Early Exit for BERT with cross-level optimization ACL 2021
Contributions of Transformer Attention Heads in Multi- and Cross-lingual Tasks ACL 2021
Improving Stance Detection with Multi-Dataset Learning and Knowledge Distillation EMNLP 2021
AQD: Towards Accurate Quantized Object Detection CVPR 2021
Extremely Small BERT Models from Mixed-Vocabulary Training EACL 2021
Exploiting the Redundancy in Convolutional Filters for Parameter Reduction WACV 2021
A Compression-Compilation Framework for On-mobile Real-time BERT Applications IJCAI 2021
Modality-specific Distillation NAACL 2021
Bag of Tricks for Optimizing Transformer Efficiency EMNLP 2021
Annealing Knowledge Distillation EACL 2021
Co-Design of Communication and Machine Inference for Cloud Robotics RSS 2021