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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

A Novel Differentiable Mixed-Precision Quantization Search Framework for Alleviating the Matthew Effect and Improving Robustness ACML 2022
Information-Theoretic GAN Compression with Variational Energy-based Model NIPS 2022
Leveraging Inter-Layer Dependency for Post -Training Quantization NIPS 2022
BiMLP: Compact Binary Architectures for Vision Multi-Layer Perceptrons NIPS 2022
PokeBNN: A Binary Pursuit of Lightweight Accuracy CVPR 2022
Masking Adversarial Damage: Finding Adversarial Saliency for Robust and Sparse Network CVPR 2022
It's All in the Teacher: Zero-Shot Quantization Brought Closer to the Teacher CVPR 2022
AutoMTL: A Programming Framework for Automating Efficient Multi-Task Learning NIPS 2022
Partially-Random Initialization: A Smoking Gun for Binarization Hypothesis of BERT EMNLP 2022
Continuation KD: Improved Knowledge Distillation through the Lens of Continuation Optimization EMNLP 2022
Spartan: Differentiable Sparsity via Regularized Transportation NIPS 2022
Pruning’s Effect on Generalization Through the Lens of Training and Regularization NIPS 2022
JANUS: Joint Autoregressive and Non-autoregressive Training with Auxiliary Loss for Sequence Generation EMNLP 2022
Pseudo-Relevance for Enhancing Document Representation EMNLP 2022
Knowledge Distillation Transfer Sets and their Impact on Downstream NLU Tasks EMNLP 2022
Zero-Shot Dynamic Quantization for Transformer Inference EMNLP 2022
Efficient Knowledge Distillation from Model Checkpoints NIPS 2022
GPT3.int8(): 8-bit Matrix Multiplication for Transformers at Scale NIPS 2022
BATUDE: Budget-Aware Neural Network Compression Based on Tucker Decomposition AAAI 2022
Recall Distortion in Neural Network Pruning and the Undecayed Pruning Algorithm NIPS 2022
Knowledge Distillation from A Stronger Teacher NIPS 2022
Rethinking Resolution in the Context of Efficient Video Recognition NIPS 2022
FedSR: A Simple and Effective Domain Generalization Method for Federated Learning NIPS 2022
Localization Distillation for Dense Object Detection CVPR 2022
Attentive Fine-Grained Structured Sparsity for Image Restoration CVPR 2022