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Model Compression

1928 directly classified papers

Papers per year

Papers

Accelerating Inference and Language Model Fusion of Recurrent Neural Network Transducers via End-to-End 4-bit Quantization INTERSPEECH 2022
i-SpaSP: Structured Neural Pruning via Sparse Signal Recovery L4DC 2022
Channel Pruning via Lookahead Search Guided Reinforcement Learning WACV 2022
Monarch: Expressive Structured Matrices for Efficient and Accurate Training ICML 2022
Fire Together Wire Together: A Dynamic Pruning Approach With Self-Supervised Mask Prediction CVPR 2022
AP-BSN: Self-Supervised Denoising for Real-World Images via Asymmetric PD and Blind-Spot Network CVPR 2022
Dreaming To Prune Image Deraining Networks CVPR 2022
Task Adaptive Parameter Sharing for Multi-Task Learning CVPR 2022
AlignQ: Alignment Quantization With ADMM-Based Correlation Preservation CVPR 2022
Specializing Pre-trained Language Models for Better Relational Reasoning via Network Pruning NAACL 2022
Knowledge Distillation via Constrained Variational Inference AAAI 2022
DeepAuth: A DNN Authentication Framework by Model-Unique and Fragile Signature Embedding AAAI 2022
ClimbQ: Class Imbalanced Quantization Enabling Robustness on Efficient Inferences NIPS 2022
Non-Uniform Adversarially Robust Pruning AUTOML 2022
End-to-end LPCNet: A Neural Vocoder With Fully-Differentiable LPC Estimation INTERSPEECH 2022
Two-pass Decoding and Cross-adaptation Based System Combination of End-to-end Conformer and Hybrid TDNN ASR Systems INTERSPEECH 2022
Knowledge Distillation via Module Replacing for Automatic Speech Recognition with Recurrent Neural Network Transducer INTERSPEECH 2022
FedDUAP: Federated Learning with Dynamic Update and Adaptive Pruning Using Shared Data on the Server IJCAI 2022
Ensemble Transformer for Efficient and Accurate Ranking Tasks: an Application to Question Answering Systems EMNLP 2022
LPC: A Logits and Parameter Calibration Framework for Continual Learning EMNLP 2022
DataScience-Polimi at SemEval-2022 Task 8: Stacking Language Models to Predict News Article Similarity NAACL 2022
Fair NLP Models with Differentially Private Text Encoders EMNLP 2022
Gender Biases and Where to Find Them: Exploring Gender Bias in Pre-Trained Transformer-based Language Models Using Movement Pruning NAACL 2022
Forget-free Continual Learning with Winning Subnetworks ICML 2022
Structured Pruning Learns Compact and Accurate Models ACL 2022