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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

QuPeD: Quantized Personalization via Distillation with Applications to Federated Learning NIPS 2021
BatchQuant: Quantized-for-all Architecture Search with Robust Quantizer NIPS 2021
Deeplite NeutrinoTM: A BlackBox Framework for Constrained Deep Learning Model Optimization AAAI 2021
FastICARL: Fast Incremental Classifier and Representation Learning with Efficient Budget Allocation in Audio Sensing Applications INTERSPEECH 2021
Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks AAAI 2021
FATNN: Fast and Accurate Ternary Neural Networks ICCV 2021
ReCU: Reviving the Dead Weights in Binary Neural Networks ICCV 2021
Automated Log-Scale Quantization for Low-Cost Deep Neural Networks CVPR 2021
Distribution-Aware Adaptive Multi-Bit Quantization CVPR 2021
Arabic Compact Language Modelling for Resource Limited Devices EACL 2021
Alternating Direction Method of Multipliers for Quantization AISTATS 2021
Making DensePose Fast and Light WACV 2021
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples NIPS 2021
Fully Quantized Transformer for Machine Translation EMNLP 2020
ZeroQ: A Novel Zero Shot Quantization Framework CVPR 2020
Towards Fully 8-bit Integer Inference for the Transformer Model IJCAI 2020
Towards Accurate Low Bit-Width Quantization with Multiple Phase Adaptations AAAI 2020
DFQF: Data Free Quantization-aware Fine-tuning ACML 2020
Position-based Scaled Gradient for Model Quantization and Pruning NIPS 2020
APQ: Joint Search for Network Architecture, Pruning and Quantization Policy CVPR 2020
Edinburgh’s Submissions to the 2020 Machine Translation Efficiency Task ACL 2020
High Performance Natural Language Processing EMNLP 2020
Adaptive Loss-Aware Quantization for Multi-Bit Networks CVPR 2020
Towards Certificated Model Robustness Against Weight Perturbations AAAI 2020
TernaryBERT: Distillation-aware Ultra-low Bit BERT EMNLP 2020