neural network compression

Not All Bits have Equal Value: Heterogeneous Precisions via Trainable Noise NeurIPS 2022 Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning NeurIPS 2022 PAC-Bayes Compression Bounds So Tight That They Can Explain Generalization NeurIPS 2022 Revisiting Random Channel Pruning for Neural Network Compression CVPR 2022 SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation ICLR 2022 Structural Pruning via Latency-Saliency Knapsack NeurIPS 2022 The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models EMNLP 2022 Towards Green ASR: Lossless 4-bit Quantization of a Hybrid TDNN System on the 300-hr Swithboard Corpus Interspeech 2022 A Blind Block Term Decomposition of High Order Tensors AAAI 2021 Accelerated Sparse Neural Training: A Provable and Efficient Method to Find N:M Transposable Masks NeurIPS 2021 Associative Convolutional Layers AISTATS 2021 Channel Permutations for N:M Sparsity NeurIPS 2021 CHIP: CHannel Independence-based Pruning for Compact Neural Networks NeurIPS 2021 Composed Fine-Tuning: Freezing Pre-Trained Denoising Autoencoders for Improved Generalization ICML 2021 Data-Free Knowledge Distillation with Soft Targeted Transfer Set Synthesis AAAI 2021 Densely Guided Knowledge Distillation Using Multiple Teacher Assistants ICCV 2021 Exploration and Estimation for Model Compression ICCV 2021 Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks NeurIPS 2021 Layer-Wise Neural Network Compression via Layer Fusion ACML 2021 Learning Compact Representations of Neural Networks using DiscriminAtive Masking (DAM) NeurIPS 2021 Minimally Invasive Surgery for Sparse Neural Networks in Contrastive Manner CVPR 2021 Only Train Once: A One-Shot Neural Network Training And Pruning Framework NeurIPS 2021 Optimizing Information Theory Based Bitwise Bottlenecks for Efficient Mixed-Precision Activation Quantization AAAI 2021 Permute, Quantize, and Fine-Tune: Efficient Compression of Neural Networks CVPR 2021 Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples NeurIPS 2021