Binary Neural Networks: A Survey

31 March 2020

Xianglong Liu

Jingkuan Song

Papers citing "Binary Neural Networks: A Survey"

50 / 157 papers shown

Title
The Binary and Ternary Quantization Can Improve Feature Discrimination Weizhi Lu Mingrui Chen Weiyu Li MQ 100 0 0 18 Apr 2025
Optimising Intrusion Detection Systems in Cloud-Edge Continuum with Knowledge Distillation for Privacy-Preserving and Efficient Communication Soad Almabdy Amjad Ullah 27 0 0 14 Apr 2025
Towards Robust Model Evolution with Algorithmic Recourse Hao-Tsung Yang Jie Gao Bo-Yi Liu Zhi-Xuan Liu 43 0 0 12 Mar 2025
Towards Experience Replay for Class-Incremental Learning in Fully-Binary Networks Yanis Basso-Bert Anca Molnos Romain Lemaire William Guicquero Antoine Dupret CLL 41 0 0 10 Mar 2025
TeTRA-VPR: A Ternary Transformer Approach for Compact Visual Place Recognition Oliver Grainge Michael Milford I. Bodala Sarvapali D. Ramchurn Shoaib Ehsan ViT 64 0 0 04 Mar 2025
PTQ1.61: Push the Real Limit of Extremely Low-Bit Post-Training Quantization Methods for Large Language Models J. Zhao Miao Zhang M. Wang Yuzhang Shang Kaihao Zhang Weili Guan Yaowei Wang Min Zhang MQ 44 0 0 18 Feb 2025
SMM-Conv: Scalar Matrix Multiplication with Zero Packing for Accelerated Convolution Amir Ofir Gil Ben-Artzi 74 6 0 23 Nov 2024
Inference-to-complete: A High-performance and Programmable Data-plane Co-processor for Neural-network-driven Traffic Analysis Dong Wen Z. Liu Tong Yang Tao Li Tianyun Li Chenglong Li Jie Li Zhigang Sun 40 0 0 01 Nov 2024
Less Memory Means smaller GPUs: Backpropagation with Compressed Activations Daniel Barley Holger Froning 25 0 0 18 Sep 2024
Tiled Bit Networks: Sub-Bit Neural Network Compression Through Reuse of Learnable Binary Vectors Matt Gorbett Hossein Shirazi Indrakshi Ray MQ 38 0 0 16 Jul 2024
EON-1: A Brain-Inspired Processor for Near-Sensor Extreme Edge Online Feature Extraction Alexandra Dobrita Amirreza Yousefzadeh Simon Thorpe K. Vadivel Paul Detterer ... Gert-Jan van Schaik Mario Konijnenburg A. Gebregiorgis Said Hamdioui Manolis Sifalakis 38 0 0 25 Jun 2024
Mixture of Scales: Memory-Efficient Token-Adaptive Binarization for Large Language Models Dongwon Jo Taesu Kim Yulhwa Kim Jae-Joon Kim 44 3 0 18 Jun 2024
Mechanistic Interpretability of Binary and Ternary Transformers Jason Li MQ 24 0 0 27 May 2024
Verifying Properties of Binary Neural Networks Using Sparse Polynomial Optimization Jianting Yang Srecko Ðurasinovic Jean B. Lasserre Victor Magron Jun Zhao AAML 39 1 0 27 May 2024
BOLD: Boolean Logic Deep Learning Van Minh Nguyen Cristian Ocampo Aymen Askri Louis Leconte Ba-Hien Tran AI4CE 32 0 0 25 May 2024
Efficient Multitask Dense Predictor via Binarization Yuzhang Shang Dan Xu Gaowen Liu Ramana Rao Kompella Yan Yan MQ AAML 17 1 0 23 May 2024
Acceleration Algorithms in GNNs: A Survey Lu Ma Zeang Sheng Xunkai Li Xin Gao Zhezheng Hao Ling Yang Wentao Zhang Bin Cui GNN 34 3 0 07 May 2024
Designed Dithering Sign Activation for Binary Neural Networks Brayan Monroy Juan Estupiñán T. Gelvez-Barrera Jorge Bacca Henry Arguello MQ 27 1 0 03 May 2024
BiPer: Binary Neural Networks using a Periodic Function Edwin Vargas Claudia V. Correa Carlos Hinojosa Henry Arguello MQ 25 5 0 01 Apr 2024
Binarized Low-light Raw Video Enhancement Gengchen Zhang Yulun Zhang Xin Yuan Ying Fu MQ 30 3 0 29 Mar 2024
Scheduled Knowledge Acquisition on Lightweight Vector Symbolic Architectures for Brain-Computer Interfaces Yejia Liu Shijin Duan Xiaolin Xu Shaolei Ren 16 1 0 18 Mar 2024
LUM-ViT: Learnable Under-sampling Mask Vision Transformer for Bandwidth Limited Optical Signal Acquisition Lingfeng Liu Dong Ni Hangjie Yuan ViT 27 0 0 03 Mar 2024
HEQuant: Marrying Homomorphic Encryption and Quantization for Communication-Efficient Private Inference Tianshi Xu Meng Li Runsheng Wang 31 0 0 29 Jan 2024
Robustness to distribution shifts of compressed networks for edge devices Lulan Shen Ali Edalati Brett H. Meyer Warren Gross James J. Clark 23 0 0 22 Jan 2024
Enabling On-device Continual Learning with Binary Neural Networks Lorenzo Vorabbi Davide Maltoni Guido Borghi Stefano Santi MQ 31 5 0 18 Jan 2024
Measurement-driven neural-network training for integrated magnetic tunnel junction arrays W. A. Borders A. Madhavan M. Daniels Vasileia Georgiou Martin Lueker-Boden Tiffany S. Santos Patrick M. Braganca M. D. Stiles Jabez J. McClelland Brian D. Hoskins 25 3 0 11 Dec 2023
BinaryHPE: 3D Human Pose and Shape Estimation via Binarization Zhiteng Li Yulun Zhang Jing Lin Haotong Qin Jinjin Gu Xin Yuan Linghe Kong Xiaokang Yang 3DH 33 1 0 24 Nov 2023
Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review M. Lê Pierre Wolinski Julyan Arbel 32 8 0 20 Nov 2023
Training Multi-layer Neural Networks on Ising Machine Xujie Song Tong Liu Shengbo Eben Li Jingliang Duan Wenxuan Wang Keqiang Li 18 0 0 06 Nov 2023
Projected Stochastic Gradient Descent with Quantum Annealed Binary Gradients Maximilian Krahn Michele Sasdelli Fengyi Yang Vladislav Golyanik Juho Kannala Tat-Jun Chin Tolga Birdal MQ 67 2 0 23 Oct 2023
Learning Interpretable Rules for Scalable Data Representation and Classification Zhuo Wang Wei Zhang Ning Liu Jianyong Wang 28 6 0 22 Oct 2023
PB-LLM: Partially Binarized Large Language Models Yuzhang Shang Zhihang Yuan Qiang Wu Zhen Dong MQ 13 43 0 29 Sep 2023
Memory Efficient Mixed-Precision Optimizers Basile Lewandowski Atli Kosson 20 2 0 21 Sep 2023
DeepliteRT: Computer Vision at the Edge Saad Ashfaq Alexander Hoffman Saptarshi Mitra Sudhakar Sah Mohammadhossein Askarihemmat Ehsan Saboori VLM MQ 16 0 0 19 Sep 2023
Real-Time Semantic Segmentation: A Brief Survey & Comparative Study in Remote Sensing Clifford Broni-Bediako Junshi Xia Naoto Yokoya 36 9 0 12 Sep 2023
Dynamic Early Exiting Predictive Coding Neural Networks Alaa Zniber Ouassim Karrakchou Mounir Ghogho 17 0 0 05 Sep 2023
On-Device Learning with Binary Neural Networks Lorenzo Vorabbi Davide Maltoni Stefano Santi MQ 16 4 0 29 Aug 2023
Training Neural Networks with Universal Adiabatic Quantum Computing Steve Abel J. C. Criado M. Spannowsky 13 1 0 24 Aug 2023
EQ-Net: Elastic Quantization Neural Networks Ke Xu Lei Han Ye Tian Shangshang Yang Xingyi Zhang MQ 27 7 0 15 Aug 2023
Sparse Binary Transformers for Multivariate Time Series Modeling Matt Gorbett Hossein Shirazi I. Ray AI4TS 25 13 0 09 Aug 2023
Revisiting the Parameter Efficiency of Adapters from the Perspective of Precision Redundancy Shibo Jie Haoqing Wang Zhiwei Deng 19 31 0 31 Jul 2023
DRAW: Defending Camera-shooted RAW against Image Manipulation Xiaoxiao Hu Qichao Ying Zhenxing Qian Sheng Li Xinpeng Zhang AAML 29 7 0 31 Jul 2023
Number Systems for Deep Neural Network Architectures: A Survey Ghada Alsuhli Vasileios Sakellariou H. Saleh Mahmoud Al-Qutayri Baker Mohammad T. Stouraitis 11 3 0 11 Jul 2023
Low Precision Quantization-aware Training in Spiking Neural Networks with Differentiable Quantization Function Ayan Shymyrbay M. Fouda Ahmed M. Eltawil MQ 16 6 0 30 May 2023
Binarized Spectral Compressive Imaging Yuan-Yuan Cai Yuxing Zheng Jing Lin X. Yuan Yulun Zhang Haoqian Wang 26 22 0 17 May 2023
MBQuant: A Novel Multi-Branch Topology Method for Arbitrary Bit-width Network Quantization Yunshan Zhong Yuyao Zhou Fei Chao Rongrong Ji MQ 26 1 0 14 May 2023
TIPS: Topologically Important Path Sampling for Anytime Neural Networks Guihong Li Kartikeya Bhardwaj Yuedong Yang R. Marculescu AAML 26 0 0 13 May 2023
$$\partial\mathbb{B}$ nets: learning discrete functions by gradient descent$ $\partial\mathbb{B}$ nets: learning discrete functions by gradient descent Ian Wright 60 0 0 12 May 2023
Application of Transformers for Nonlinear Channel Compensation in Optical Systems Behnam Behinaein Hamgini H. Najafi Ali Bakhshali Zhuhong Zhang 11 1 0 25 Apr 2023
Stable and low-precision training for large-scale vision-language models Mitchell Wortsman Tim Dettmers Luke Zettlemoyer Ari S. Morcos Ali Farhadi Ludwig Schmidt MQ MLLM VLM 22 38 0 25 Apr 2023