weight quantization

Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks ICML 2022 Improving Robustness Against Stealthy Weight Bit-Flip Attacks by Output Code Matching CVPR 2022 Learnable Lookup Table for Neural Network Quantization CVPR 2022 Mr.BiQ: Post-Training Non-Uniform Quantization Based on Minimizing the Reconstruction Error CVPR 2022 Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation CVPR 2022 Overcoming Oscillations in Quantization-Aware Training ICML 2022 Partially-Random Initialization: A Smoking Gun for Binarization Hypothesis of BERT EMNLP 2022 Squashed Weight Distribution for Low Bit Quantization of Deep Models Interspeech 2022 UDC: Unified DNAS for Compressible TinyML Models for Neural Processing Units NeurIPS 2022 ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers NeurIPS 2022 A Greedy Algorithm for Quantizing Neural Networks JMLR 2021 Automated Log-Scale Quantization for Low-Cost Deep Neural Networks CVPR 2021 BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization ICLR 2021 CBP: backpropagation with constraint on weight precision using a pseudo-Lagrange multiplier method NeurIPS 2021 Compressing Deep Convolutional Neural Networks by Stacking Low-dimensional Binary Convolution Filters AAAI 2021 Distribution-Aware Adaptive Multi-Bit Quantization CVPR 2021 How Do Adam and Training Strategies Help BNNs Optimization ICML 2021 Near Lossless Transfer Learning for Spiking Neural Networks AAAI 2021 On the effects of quantisation on model uncertainty in Bayesian neural networks UAI 2021 Post-training Quantization with Multiple Points: Mixed Precision without Mixed Precision AAAI 2021 QPP: Real-Time Quantization Parameter Prediction for Deep Neural Networks CVPR 2021 RMSMP: A Novel Deep Neural Network Quantization Framework With Row-Wise Mixed Schemes and Multiple Precisions ICCV 2021 S$^3$: Sign-Sparse-Shift Reparametrization for Effective Training of Low-bit Shift Networks NeurIPS 2021 SA-BNN: State-Aware Binary Neural Network AAAI 2021 Sub-Bit Neural Networks: Learning To Compress and Accelerate Binary Neural Networks ICCV 2021