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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

Divide and Conquer: Leveraging Intermediate Feature Representations for Quantized Training of Neural Networks ICML 2020
Fully Nested Neural Network for Adaptive Compression and Quantization IJCAI 2020
Robust Quantization: One Model to Rule Them All NIPS 2020
Rotated Binary Neural Network NIPS 2020
Searching for Low-Bit Weights in Quantized Neural Networks NIPS 2020
Rethinking Differentiable Search for Mixed-Precision Neural Networks CVPR 2020
Towards Accurate Low Bit-Width Quantization with Multiple Phase Adaptations AAAI 2020
Harmonious Coexistence of Structured Weight Pruning and Ternarization for Deep Neural Networks AAAI 2020
Overflow Aware Quantization: Accelerating Neural Network Inference by Low-bit Multiply-Accumulate Operations IJCAI 2020
AdaBits: Neural Network Quantization With Adaptive Bit-Widths CVPR 2020
Sparsity-Inducing Binarized Neural Networks AAAI 2020
Defending and Harnessing the Bit-Flip Based Adversarial Weight Attack CVPR 2020
Bayesian Bits: Unifying Quantization and Pruning NIPS 2020
RTN: Reparameterized Ternary Network AAAI 2020
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks NIPS 2020
HLHLp: Quantized Neural Networks Training for Reaching Flat Minima in Loss Surface AAAI 2020
Normalization Helps Training of Quantized LSTM NIPS 2019
Fully Quantized Network for Object Detection CVPR 2019
Improving Neural Network Quantization without Retraining using Outlier Channel Splitting ICML 2019
Same, Same But Different: Recovering Neural Network Quantization Error Through Weight Factorization ICML 2019
Deep Neural Network Quantization via Layer-Wise Optimization Using Limited Training Data AAAI 2019
Multi-Precision Quantized Neural Networks via Encoding Decomposition of {-1,+1} AAAI 2019
Efficient Quantization for Neural Networks with Binary Weights and Low Bitwidth Activations AAAI 2019
Learning Low-precision Neural Networks without Straight-Through Estimator (STE) IJCAI 2019
Post training 4-bit quantization of convolutional networks for rapid-deployment NIPS 2019