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neural network quantization

122 papers

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Also known as

QIL NN INT8 QDNN

Co-occurring keywords

model compression (3283) weight quantization (133) neural network optimization (1293) post-training quantization (124) efficient computing (779) activation quantization (47) model quantization (279) knowledge distillation (3680) neural network (6616) binary neural network (75)

Papers

KCNN: Kernel-wise Quantization to Remarkably Decrease Multiplications in Convolutional Neural Network IJCAI 2019
Quantization Networks CVPR 2019
Proximal Mean-Field for Neural Network Quantization ICCV 2019
Structured Binary Neural Networks for Accurate Image Classification and Semantic Segmentation CVPR 2019
Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks ICCV 2019
A Mean Field Theory of Quantized Deep Networks: The Quantization-Depth Trade-Off NIPS 2019
Learning to Quantize Deep Networks by Optimizing Quantization Intervals With Task Loss CVPR 2019
HAWQ: Hessian AWare Quantization of Neural Networks With Mixed-Precision ICCV 2019
MetaQuant: Learning to Quantize by Learning to Penetrate Non-differentiable Quantization NIPS 2019
Rectified Binary Convolutional Networks for Enhancing the Performance of 1-bit DCNNs IJCAI 2019
TAPAS: Tricks to Accelerate (encrypted) Prediction As a Service ICML 2018
Heterogeneous Bitwidth Binarization in Convolutional Neural Networks NIPS 2018
Deterministic Binary Filters for Convolutional Neural Networks IJCAI 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference CVPR 2018
Explicit Loss-Error-Aware Quantization for Low-Bit Deep Neural Networks CVPR 2018
WSNet: Compact and Efficient Networks Through Weight Sampling ICML 2018
Scalable methods for 8-bit training of neural networks NIPS 2018
Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations JMLR 2018
Weighted-Entropy-Based Quantization for Deep Neural Networks CVPR 2017
Deep Learning With Low Precision by Half-Wave Gaussian Quantization CVPR 2017
Training Quantized Nets: A Deeper Understanding NIPS 2017
Fixed-Point Factorized Networks CVPR 2017