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model quantization

279 papers

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Also known as

PTQ INT8 QDNN

Co-occurring keywords

model compression (3283) large language model (12755) knowledge distillation (3680) weight quantization (133) post-training quantization (124) neural network optimization (1293) efficient computing (779) neural network (6616) activation quantization (47) efficient inference (225)

Papers

Squeeze for Sneeze: Compact Neural Networks for Cold and Flu Recognition INTERSPEECH 2020
Towards Fast and Accurate Neural Chinese Word Segmentation with Multi-Criteria Learning COLING 2020
Quantization Aware Training with Absolute-Cosine Regularization for Automatic Speech Recognition INTERSPEECH 2020
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT AAAI 2020
Fractional Skipping: Towards Finer-Grained Dynamic CNN Inference AAAI 2020
VoiceFilter-Lite: Streaming Targeted Voice Separation for On-Device Speech Recognition INTERSPEECH 2020
Soft Threshold Ternary Networks IJCAI 2020
HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks NIPS 2020
DSConv: Efficient Convolution Operator ICCV 2019
Hybrid 8-bit Floating Point (HFP8) Training and Inference for Deep Neural Networks NIPS 2019
Compression of Acoustic Event Detection Models with Quantized Distillation INTERSPEECH 2019
Regularizing Activation Distribution for Training Binarized Deep Networks CVPR 2019
HAQ: Hardware-Aware Automated Quantization With Mixed Precision CVPR 2019
Focused Quantization for Sparse CNNs NIPS 2019
DiffChaser: Detecting Disagreements for Deep Neural Networks IJCAI 2019
Data-Free Quantization Through Weight Equalization and Bias Correction ICCV 2019
Bayesian Optimized 1-Bit CNNs ICCV 2019
Pieces of Eight: 8-bit Neural Machine Translation NAACL 2018
Towards Effective Low-Bitwidth Convolutional Neural Networks CVPR 2018
Two-Step Quantization for Low-Bit Neural Networks CVPR 2018
SYQ: Learning Symmetric Quantization for Efficient Deep Neural Networks CVPR 2018
OpenNMT System Description for WNMT 2018: 800 words/sec on a single-core CPU ACL 2018
Training Deep Neural Networks with 8-bit Floating Point Numbers NIPS 2018
Quantization of Fully Convolutional Networks for Accurate Biomedical Image Segmentation CVPR 2018
HitNet: Hybrid Ternary Recurrent Neural Network NIPS 2018