neural network quantization

Up or Down? Adaptive Rounding for Post-Training Quantization ICML 2020 A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off NeurIPS 2019 Deep Neural Network Quantization via Layer-Wise Optimization Using Limited Training Data AAAI 2019 Defensive Quantization: When Efficiency Meets Robustness ICLR 2019 Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks ICCV 2019 Efficient Quantization for Neural Networks with Binary Weights and Low Bitwidth Activations AAAI 2019 Fully Quantized Network for Object Detection CVPR 2019 HAWQ: Hessian AWare Quantization of Neural Networks With Mixed-Precision ICCV 2019 Improving Neural Network Quantization without Retraining using Outlier Channel Splitting ICML 2019 KCNN: Kernel-wise Quantization to Remarkably Decrease Multiplications in Convolutional Neural Network IJCAI 2019 Learning Low-precision Neural Networks without Straight-Through Estimator (STE) IJCAI 2019 Learning to Quantize Deep Networks by Optimizing Quantization Intervals With Task Loss CVPR 2019 MetaQuant: Learning to Quantize by Learning to Penetrate Non-differentiable Quantization NeurIPS 2019 Multi-Precision Quantized Neural Networks via Encoding Decomposition of {-1,+1} AAAI 2019 Normalization Helps Training of Quantized LSTM NeurIPS 2019 On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks ICLR 2019 Post training 4-bit quantization of convolutional networks for rapid-deployment NeurIPS 2019 Proximal Mean-Field for Neural Network Quantization ICCV 2019 ProxQuant: Quantized Neural Networks via Proximal Operators ICLR 2019 Quantization Networks CVPR 2019 Rectified Binary Convolutional Networks for Enhancing the Performance of 1-bit DCNNs IJCAI 2019 Relaxed Quantization for Discretized Neural Networks ICLR 2019 Same, Same But Different: Recovering Neural Network Quantization Error Through Weight Factorization ICML 2019 Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation CVPR 2019 Alternating Multi-bit Quantization for Recurrent Neural Networks ICLR 2018