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Model Compression

1674 directly classified papers

Papers per year

Papers

Data-Free Network Compression via Parametric Non-Uniform Mixed Precision Quantization CVPR 2022
Spartan: Differentiable Sparsity via Regularized Transportation NIPS 2022
Discovering and Overcoming Limitations of Noise-engineered Data-free Knowledge Distillation NIPS 2022
BiMLP: Compact Binary Architectures for Vision Multi-Layer Perceptrons NIPS 2022
Leveraging Inter-Layer Dependency for Post -Training Quantization NIPS 2022
Towards Disentangling Information Paths with Coded ResNeXt NIPS 2022
Learning Efficient Vision Transformers via Fine-Grained Manifold Distillation NIPS 2022
Dataset Distillation using Neural Feature Regression NIPS 2022
Sparse Structure Search for Delta Tuning NIPS 2022
Parameter-Efficient Masking Networks NIPS 2022
LayerConnect: Hypernetwork-Assisted Inter-Layer Connector to Enhance Parameter Efficiency COLING 2022
Combining Compressions for Multiplicative Size Scaling on Natural Language Tasks COLING 2022
Optimal channel selection with discrete QCQP AISTATS 2022
The Importance of Being Parameters: An Intra-Distillation Method for Serious Gains EMNLP 2022
Linearizing Transformer with Key-Value Memory EMNLP 2022
Sparse Teachers Can Be Dense with Knowledge EMNLP 2022
Kernel-Whitening: Overcome Dataset Bias with Isotropic Sentence Embedding EMNLP 2022
Understanding and Improving Knowledge Distillation for Quantization Aware Training of Large Transformer Encoders EMNLP 2022
Debiasing Masks: A New Framework for Shortcut Mitigation in NLU EMNLP 2022
HashFormers: Towards Vocabulary-independent Pre-trained Transformers EMNLP 2022
Efficient Adversarial Training with Robust Early-Bird Tickets EMNLP 2022
SMaLL-100: Introducing Shallow Multilingual Machine Translation Model for Low-Resource Languages EMNLP 2022
Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win AAAI 2022
ReMoNet: Recurrent Multi-Output Network for Efficient Video Denoising AAAI 2022
Sparsifying Transformer Models with Trainable Representation Pooling ACL 2022