model compression

Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation CVPR 2022 Not All Bits have Equal Value: Heterogeneous Precisions via Trainable Noise NeurIPS 2022 On-Device Training Under 256KB Memory NeurIPS 2022 One-Teacher and Multiple-Student Knowledge Distillation on Sentiment Classification COLING 2022 Online Convolutional Re-Parameterization CVPR 2022 On Measuring Excess Capacity in Neural Networks NeurIPS 2022 On the Channel Pruning using Graph Convolution Network for Convolutional Neural Network Acceleration IJCAI 2022 Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning NeurIPS 2022 Optimal channel selection with discrete QCQP AISTATS 2022 Optimal Clipping and Magnitude-aware Differentiation for Improved Quantization-aware Training ICML 2022 Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling NeurIPS 2022 Overcoming Oscillations in Quantization-Aware Training ICML 2022 Parameter-Efficient Conformers via Sharing Sparsely-Gated Experts for End-to-End Speech Recognition Interspeech 2022 Parameter-Efficient Masking Networks NeurIPS 2022 Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language Models COLING 2022 Parameter-Efficient Sparsity for Large Language Models Fine-Tuning IJCAI 2022 Partially-Random Initialization: A Smoking Gun for Binarization Hypothesis of BERT EMNLP 2022 Patch Slimming for Efficient Vision Transformers CVPR 2022 PATS: Sensitivity-aware Noisy Learning for Pretrained Language Models EMNLP 2022 PCA-Based Knowledge Distillation Towards Lightweight and Content-Style Balanced Photorealistic Style Transfer Models CVPR 2022 Performance-Aware Mutual Knowledge Distillation for Improving Neural Architecture Search CVPR 2022 Performance-Efficiency Trade-Offs in Adapting Language Models to Text Classification Tasks AACL 2022 Permutation Search of Tensor Network Structures via Local Sampling ICML 2022 PKD: General Distillation Framework for Object Detectors via Pearson Correlation Coefficient NeurIPS 2022 Plant 'n' Seek: Can You Find the Winning Ticket? ICLR 2022