BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization

BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization

8 February 2020

Milovs Nikolić

Alberto Delmas Lascorz

Matthieu Courbariaux

Vincent Gripon

Andreas Moshovos

Papers citing "BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization"

10 / 10 papers shown

Title
AdaQAT: Adaptive Bit-Width Quantization-Aware Training Cédric Gernigon Silviu-Ioan Filip Olivier Sentieys Clément Coggiola Mickael Bruno 23 2 0 22 Apr 2024
CNN-Based Equalization for Communications: Achieving Gigabit Throughput with a Flexible FPGA Hardware Architecture Jonas Ney C. Füllner V. Lauinger Laurent Schmalen Sebastian Randel Norbert Wehn 29 0 0 22 Apr 2024
Free Bits: Latency Optimization of Mixed-Precision Quantized Neural Networks on the Edge Georg Rutishauser Francesco Conti Luca Benini MQ 28 5 0 06 Jul 2023
Unsupervised ANN-Based Equalizer and Its Trainable FPGA Implementation Jonas Ney V. Lauinger Laurent Schmalen Norbert Wehn 22 5 0 14 Apr 2023
Efficient and Effective Methods for Mixed Precision Neural Network Quantization for Faster, Energy-efficient Inference Deepika Bablani J. McKinstry S. K. Esser R. Appuswamy D. Modha MQ 23 4 0 30 Jan 2023
FullPack: Full Vector Utilization for Sub-Byte Quantized Inference on General Purpose CPUs Hossein Katebi Navidreza Asadi M. Goudarzi MQ 25 0 0 13 Nov 2022
A Silicon Photonic Accelerator for Convolutional Neural Networks with Heterogeneous Quantization Febin P. Sunny Mahdi Nikdast S. Pasricha MQ 38 16 0 17 May 2022
Quantization and Deployment of Deep Neural Networks on Microcontrollers Pierre-Emmanuel Novac G. B. Hacene Alain Pegatoquet Benoit Miramond Vincent Gripon MQ 20 116 0 27 May 2021
ReLeQ: A Reinforcement Learning Approach for Deep Quantization of Neural Networks Ahmed T. Elthakeb Prannoy Pilligundla Fatemehsadat Mireshghallah Amir Yazdanbakhsh H. Esmaeilzadeh MQ 55 68 0 05 Nov 2018
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights Aojun Zhou Anbang Yao Yiwen Guo Lin Xu Yurong Chen MQ 337 1,049 0 10 Feb 2017