Binary Neural Networks: A Survey

31 March 2020

Xianglong Liu

Jingkuan Song

Papers citing "Binary Neural Networks: A Survey"

50 / 157 papers shown

Title
Reusing Deep Neural Network Models through Model Re-engineering Binhang Qi Hailong Sun Xiang Gao Hongyu Zhang Zhaotian Li Xudong Liu 17 17 0 01 Apr 2023
Spherical Space Feature Decomposition for Guided Depth Map Super-Resolution Zixiang Zhao Jiangshe Zhang X. Gu Chengli Tan Shuang Xu Yulun Zhang Radu Timofte Luc Van Gool 11 29 0 15 Mar 2023
PATS: Patch Area Transportation with Subdivision for Local Feature Matching Junjie Ni Yijin Li Zhaoyang Huang Hongsheng Li Hujun Bao Zhaopeng Cui Guofeng Zhang 28 34 0 14 Mar 2023
Efficient Computation of Shap Explanation Scores for Neural Network Classifiers via Knowledge Compilation Leopoldo Bertossi Jorge E. Leon FAtt 16 2 0 11 Mar 2023
Distilling Multi-Level X-vector Knowledge for Small-footprint Speaker Verification Xuechen Liu Md. Sahidullah Tomi Kinnunen 32 4 0 02 Mar 2023
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 28 116 0 01 Mar 2023
Ultra-low Precision Multiplication-free Training for Deep Neural Networks Chang-Shu Liu Rui Zhang Xishan Zhang Yifan Hao Zidong Du Xingui Hu Ling Li Qi Guo MQ 32 1 0 28 Feb 2023
Fixflow: A Framework to Evaluate Fixed-point Arithmetic in Light-Weight CNN Inference Farhad Taheri Siavash Bayat Sarmadi H. Mosanaei-Boorani Reza Taheri MQ 13 1 0 19 Feb 2023
SWARM Parallelism: Training Large Models Can Be Surprisingly Communication-Efficient Max Ryabinin Tim Dettmers Michael Diskin Alexander Borzunov MoE 22 31 0 27 Jan 2023
ACQ: Improving Generative Data-free Quantization Via Attention Correction Jixing Li Xiaozhou Guo Benzhe Dai Guoliang Gong Min Jin Gang Chen Wenyu Mao Huaxiang Lu MQ 30 4 0 18 Jan 2023
RedBit: An End-to-End Flexible Framework for Evaluating the Accuracy of Quantized CNNs A. M. Ribeiro-dos-Santos João Dinis Ferreira O. Mutlu G. Falcão MQ 8 1 0 15 Jan 2023
Distributed Machine Learning for UAV Swarms: Computing, Sensing, and Semantics Yahao Ding Zhaohui Yang Viet Quoc Pham Zhaoyang Zhang M. Shikh-Bahaei 31 31 0 03 Jan 2023
HashVFL: Defending Against Data Reconstruction Attacks in Vertical Federated Learning Pengyu Qiu Xuhong Zhang S. Ji Chong Fu Xing Yang Ting Wang FedML AAML 11 12 0 01 Dec 2022
AskewSGD : An Annealed interval-constrained Optimisation method to train Quantized Neural Networks Louis Leconte S. Schechtman Eric Moulines 27 4 0 07 Nov 2022
Boosting Binary Neural Networks via Dynamic Thresholds Learning Jiehua Zhang Xueyang Zhang Z. Su Zitong Yu Yanghe Feng Xin Lu M. Pietikäinen Li Liu MQ 25 0 0 04 Nov 2022
Low Latency Conversion of Artificial Neural Network Models to Rate-encoded Spiking Neural Networks Zhanglu Yan Jun Zhou Weng-Fai Wong 20 2 0 27 Oct 2022
Deep Differentiable Logic Gate Networks Felix Petersen Christian Borgelt Hilde Kuehne Oliver Deussen AI4CE 22 23 0 15 Oct 2022
DELTAR: Depth Estimation from a Light-weight ToF Sensor and RGB Image Yijin Li Xinyang Liu Wenqian Dong Han Zhou Hujun Bao Guofeng Zhang Yinda Zhang Zhaopeng Cui 40 26 0 27 Sep 2022
Seeking Interpretability and Explainability in Binary Activated Neural Networks Benjamin Leblanc Pascal Germain FAtt 27 1 0 07 Sep 2022
On Quantizing Implicit Neural Representations Cameron Gordon Shin-Fang Chng L. MacDonald Simon Lucey MQ 12 18 0 01 Sep 2022
Survey: Exploiting Data Redundancy for Optimization of Deep Learning Jou-An Chen Wei Niu Bin Ren Yanzhi Wang Xipeng Shen 21 24 0 29 Aug 2022
NeIF: Representing General Reflectance as Neural Intrinsics Fields for Uncalibrated Photometric Stereo Zong-Han Li Qian Zheng Fei-Zhang Wang Boxin Shi Gang Pan Xudong Jiang 25 0 0 18 Aug 2022
LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale Tim Dettmers M. Lewis Younes Belkada Luke Zettlemoyer MQ 24 625 0 15 Aug 2022
Mixed-Precision Neural Networks: A Survey M. Rakka M. Fouda Pramod P. Khargonekar Fadi J. Kurdahi MQ 18 11 0 11 Aug 2022
Ultra-low Latency Adaptive Local Binary Spiking Neural Network with Accuracy Loss Estimator Changqin Xu Yijian Pei Zili Wu Yi Liu Yintang Yang 16 3 0 31 Jul 2022
Lipschitz Continuity Retained Binary Neural Network Yuzhang Shang Dan Xu Bin Duan Ziliang Zong Liqiang Nie Yan Yan 11 19 0 13 Jul 2022
Network Binarization via Contrastive Learning Yuzhang Shang Dan Xu Ziliang Zong Liqiang Nie Yan Yan AAML MQ 20 21 0 06 Jul 2022
I-ViT: Integer-only Quantization for Efficient Vision Transformer Inference Zhikai Li Qingyi Gu MQ 46 95 0 04 Jul 2022
BiTAT: Neural Network Binarization with Task-dependent Aggregated Transformation Geondo Park Jaehong Yoon H. Zhang Xingge Zhang S. Hwang Yonina C. Eldar MQ 24 1 0 04 Jul 2022
Expressive power of binary and ternary neural networks A. Beknazaryan MQ 11 0 0 27 Jun 2022
CTMQ: Cyclic Training of Convolutional Neural Networks with Multiple Quantization Steps Hyunjin Kim Jungwoon Shin Alberto A. Del Barrio MQ 21 1 0 26 Jun 2022
How to train accurate BNNs for embedded systems? F. D. Putter Henk Corporaal MQ 11 6 0 24 Jun 2022
Binarizing Split Learning for Data Privacy Enhancement and Computation Reduction Ngoc Duy Pham A. Abuadbba Yansong Gao K. Phan Naveen Chilamkurti 11 34 0 10 Jun 2022
Searching Similarity Measure for Binarized Neural Networks Yanfei Li Ang Li Huimin Yu 26 0 0 05 Jun 2022
GAAF: Searching Activation Functions for Binary Neural Networks through Genetic Algorithm Yanfei Li Tong Geng S. Stein Ang Li Hui-Ling Yu MQ 19 8 0 05 Jun 2022
Combinatorial optimization for low bit-width neural networks Hanxu Zhou Aida Ashrafi Matthew B. Blaschko MQ 19 0 0 04 Jun 2022
A Transistor Operations Model for Deep Learning Energy Consumption Scaling Law Chen Li Antonios Tsourdos Weisi Guo AI4CE 18 1 0 30 May 2022
HyBNN and FedHyBNN: (Federated) Hybrid Binary Neural Networks Kinshuk Dua FedML MQ 13 0 0 19 May 2022
K-textures, a self-supervised hard clustering deep learning algorithm for satellite image segmentation F. Wagner Ricardo Dalagnol Alber H. Sánchez Mayumi C. M. Hirye Samuel Favrichon Jake H. Lee S. Mauceri Yan Yang Sassan Saatchi 10 12 0 18 May 2022
A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification Babak Rokh A. Azarpeyvand Alireza Khanteymoori MQ 30 82 0 14 May 2022
Attention Mechanism with Energy-Friendly Operations Yu Wan Baosong Yang Dayiheng Liu Rong Xiao Derek F. Wong Haibo Zhang Boxing Chen Lidia S. Chao MU 87 1 0 28 Apr 2022
Quantum-Aided Meta-Learning for Bayesian Binary Neural Networks via Born Machines I. Nikoloska Osvaldo Simeone AI4CE 11 3 0 31 Mar 2022
Ternary and Binary Quantization for Improved Classification Weizhi Lu Mingrui Chen Kai Guo Weiyu Li MQ 8 0 0 31 Mar 2022
FxP-QNet: A Post-Training Quantizer for the Design of Mixed Low-Precision DNNs with Dynamic Fixed-Point Representation Ahmad Shawahna S. M. Sait A. El-Maleh Irfan Ahmad MQ 10 6 0 22 Mar 2022
One-Bit Compressive Sensing: Can We Go Deep and Blind? Yiming Zeng Shahin Khobahi M. Soltanalian 4 6 0 13 Mar 2022
Deep Binary Reinforcement Learning for Scalable Verification Christopher Lazarus Mykel J. Kochenderfer OffRL 34 0 0 11 Mar 2022
DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression Jisung Park Jeoggyun Kim Yeseong Kim Sungjin Lee O. Mutlu 13 23 0 17 Feb 2022
Implementation of a Binary Neural Network on a Passive Array of Magnetic Tunnel Junctions Jonathan M. Goodwill N. Prasad Brian D. Hoskins M. Daniels A. Madhavan ... M. Tran J. Katine Patrick M. Braganca M. D. Stiles Jabez J. McClelland 31 10 0 16 Dec 2021
AdaSTE: An Adaptive Straight-Through Estimator to Train Binary Neural Networks Huu Le R. Høier Che-Tsung Lin Christopher Zach 42 16 0 06 Dec 2021
Equal Bits: Enforcing Equally Distributed Binary Network Weights Yun-qiang Li S. Pintea J. C. V. Gemert MQ 38 15 0 02 Dec 2021