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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

Pruning vs Quantization: Which is Better? NIPS 2023
Extremely Low Bit Quantization for Mobile Speaker Verification Systems Under 1MB Memory INTERSPEECH 2023
Binarizing Sparse Convolutional Networks for Efficient Point Cloud Analysis CVPR 2023
SPIQ: Data-Free Per-Channel Static Input Quantization WACV 2023
REx: Data-Free Residual Quantization Error Expansion NIPS 2023
Post-Training Quantization on Diffusion Models CVPR 2023
Rethinking Data-Free Quantization as a Zero-Sum Game AAAI 2023
MultiQuant: Training Once for Multi-bit Quantization of Neural Networks IJCAI 2022
Channel Balancing for Accurate Quantization of Winograd Convolutions CVPR 2022
Finding the Task-Optimal Low-Bit Sub-Distribution in Deep Neural Networks ICML 2022
Overcoming Oscillations in Quantization-Aware Training ICML 2022
Improved Gradient-Based Adversarial Attacks for Quantized Networks AAAI 2022
Equal Bits: Enforcing Equally Distributed Binary Network Weights AAAI 2022
Learnable Lookup Table for Neural Network Quantization CVPR 2022
Training Quantised Neural Networks With STE Variants: The Additive Noise Annealing Algorithm CVPR 2022
EtinyNet: Extremely Tiny Network for TinyML AAAI 2022
Redistribution of Weights and Activations for AdderNet Quantization NIPS 2022
Not All Bits have Equal Value: Heterogeneous Precisions via Trainable Noise NIPS 2022
Elastic-Link for Binarized Neural Networks AAAI 2022
Mr.BiQ: Post-Training Non-Uniform Quantization Based on Minimizing the Reconstruction Error CVPR 2022
Instance-Aware Dynamic Neural Network Quantization CVPR 2022
Nonuniform-to-Uniform Quantization: Towards Accurate Quantization via Generalized Straight-Through Estimation CVPR 2022
A Deep Learning-Based Face Mask Detector for Autonomous Nano-Drones (Student Abstract) AAAI 2022
FP8 Quantization: The Power of the Exponent NIPS 2022
OPQ: Compressing Deep Neural Networks with One-shot Pruning-Quantization AAAI 2021