Binarized Neural Networks

8 February 2016

Papers citing "Binarized Neural Networks"

50 / 304 papers shown

Title
Learning Accurate Decision Trees with Bandit Feedback via Quantized Gradient Descent Ajaykrishna Karthikeyan Naman Jain Nagarajan Natarajan Prateek Jain MQ 11 13 0 15 Feb 2021
Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch Aojun Zhou Yukun Ma Junnan Zhu Jianbo Liu Zhijie Zhang Kun Yuan Wenxiu Sun Hongsheng Li 50 239 0 08 Feb 2021
Ownership Verification of DNN Architectures via Hardware Cache Side Channels Xiaoxuan Lou Shangwei Guo Jiwei Li Tianwei Zhang 13 11 0 06 Feb 2021
AHAR: Adaptive CNN for Energy-efficient Human Activity Recognition in Low-power Edge Devices Nafiul Rashid B. U. Demirel Mohammad Abdullah Al Faruque 16 73 0 03 Feb 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 124 673 0 24 Jan 2021
The Surprising Positive Knowledge Transfer in Continual 3D Object Shape Reconstruction Anh Thai Stefan Stojanov Zixuan Huang Isaac Rehg James M. Rehg CLL 30 0 0 18 Jan 2021
Network Automatic Pruning: Start NAP and Take a Nap Wenyuan Zeng Yuwen Xiong R. Urtasun 28 9 0 17 Jan 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 96 341 0 05 Jan 2021
Training DNNs in O(1) memory with MEM-DFA using Random Matrices Tien Chu Kamil Mykitiuk Miron Szewczyk Adam Wiktor Z. Wojna 11 2 0 21 Dec 2020
BiSNN: Training Spiking Neural Networks with Binary Weights via Bayesian Learning Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 31 17 0 15 Dec 2020
SenSeNet: Neural Keyphrase Generation with Document Structure Yichao Luo Zhengyan Li Bingning Wang Xiaoyu Xing Qi Zhang Xuanjing Huang 15 9 0 12 Dec 2020
Recurrence of Optimum for Training Weight and Activation Quantized Networks Ziang Long Penghang Yin Jack Xin MQ 33 3 0 10 Dec 2020
Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Runbin Shi Hayden Kwok-Hay So Xuehai Qian Yanzhi Wang Xue Lin MQ 18 82 0 08 Dec 2020
DiffPrune: Neural Network Pruning with Deterministic Approximate Binary Gates and $L_0$ Regularization Yaniv Shulman 38 3 0 07 Dec 2020
EVRNet: Efficient Video Restoration on Edge Devices Sachin Mehta Amit Kumar F. Reda Varun Nasery Vikram Mulukutla Rakesh Ranjan Vikas Chandra 4 11 0 03 Dec 2020
Fully Quantized Image Super-Resolution Networks Hu Wang Peng Chen Bohan Zhuang Chunhua Shen SupR MQ 13 30 0 29 Nov 2020
MetaGater: Fast Learning of Conditional Channel Gated Networks via Federated Meta-Learning Sen Lin Li Yang Zhezhi He Deliang Fan Junshan Zhang FedML AI4CE 17 5 0 25 Nov 2020
Synthesis and Pruning as a Dynamic Compression Strategy for Efficient Deep Neural Networks Alastair Finlinson S. Moschoyiannis 9 1 0 23 Nov 2020
Learning Quantized Neural Nets by Coarse Gradient Method for Non-linear Classification Ziang Long Penghang Yin Jack Xin MQ 30 3 0 23 Nov 2020
FAT: Training Neural Networks for Reliable Inference Under Hardware Faults Ussama Zahid Giulio Gambardella Nicholas J. Fraser Michaela Blott K. Vissers 6 44 0 11 Nov 2020
All-optical neuromorphic binary convolution with a spiking VCSEL neuron for image gradient magnitudes Yahui Zhang J. Robertson S. Xiang Matvej Hejda Julián Bueno Antonio Hurtado 9 35 0 09 Nov 2020
PAMS: Quantized Super-Resolution via Parameterized Max Scale Huixia Li Chenqian Yan Shaohui Lin Xiawu Zheng Yuchao Li Baochang Zhang Fan Yang Rongrong Ji MQ 25 83 0 09 Nov 2020
Generalized Negative Correlation Learning for Deep Ensembling Sebastian Buschjäger Lukas Pfahler K. Morik FedML BDL UQCV 9 17 0 05 Nov 2020
An SMT-Based Approach for Verifying Binarized Neural Networks Guy Amir Haoze Wu Clark W. Barrett Guy Katz 11 58 0 05 Nov 2020
Highway Driving Dataset for Semantic Video Segmentation Byungju Kim Junho Yim Junmo Kim SSeg 14 15 0 02 Nov 2020
Permute, Quantize, and Fine-tune: Efficient Compression of Neural Networks Julieta Martinez Jashan Shewakramani Ting Liu Ioan Andrei Bârsan Wenyuan Zeng R. Urtasun MQ 18 30 0 29 Oct 2020
ShiftAddNet: A Hardware-Inspired Deep Network Haoran You Xiaohan Chen Yongan Zhang Chaojian Li Sicheng Li Zihao Liu Zhangyang Wang Yingyan Lin OOD MQ 70 76 0 24 Oct 2020
ApproxDet: Content and Contention-Aware Approximate Object Detection for Mobiles Ran Xu Chen-Da Liu-Zhang Pengcheng Wang Jayoung Lee Subrata Mitra Somali Chaterji Yin Li S. Bagchi 18 58 0 21 Oct 2020
Robustness-aware 2-bit quantization with real-time performance for neural network Xiaobin Li Hongxu Jiang Shuangxi Huang Fangzheng Tian MQ 19 1 0 19 Oct 2020
ABC-Di: Approximate Bayesian Computation for Discrete Data I. Auzina Jakub M. Tomczak 8 0 0 19 Oct 2020
Bi-GCN: Binary Graph Convolutional Network Junfu Wang Yunhong Wang Zhen Yang Liang Yang Yuanfang Guo GNN 11 54 0 15 Oct 2020
A Very Compact Embedded CNN Processor Design Based on Logarithmic Computing Tsung-Ying Lu Hsu-Hsun Chin Hsin-I Wu R. Tsay MQ 19 1 0 13 Oct 2020
CrypTFlow2: Practical 2-Party Secure Inference Deevashwer Rathee Mayank Rathee Nishant Kumar Nishanth Chandran Divya Gupta Aseem Rastogi Rahul Sharma 81 301 0 13 Oct 2020
Be Your Own Best Competitor! Multi-Branched Adversarial Knowledge Transfer Mahdi Ghorbani Fahimeh Fooladgar S. Kasaei AAML 26 0 0 09 Oct 2020
High-Capacity Expert Binary Networks Adrian Bulat Brais Martínez Georgios Tzimiropoulos MQ 24 57 0 07 Oct 2020
Joint Pruning & Quantization for Extremely Sparse Neural Networks Po-Hsiang Yu Sih-Sian Wu Jan P. Klopp Liang-Gee Chen Shao-Yi Chien MQ 14 14 0 05 Oct 2020
Sparse Quantized Spectral Clustering Zhenyu Liao Romain Couillet Michael W. Mahoney MQ 16 15 0 03 Oct 2020
Binary Neural Networks for Memory-Efficient and Effective Visual Place Recognition in Changing Environments Bruno Ferrarini Michael Milford Klaus D. McDonald-Maier Shoaib Ehsan MQ 25 22 0 01 Oct 2020
BCNN: A Binary CNN with All Matrix Ops Quantized to 1 Bit Precision A. Redfern Lijun Zhu Molly K. Newquist MQ 25 12 0 01 Oct 2020
TernaryBERT: Distillation-aware Ultra-low Bit BERT Wei Zhang Lu Hou Yichun Yin Lifeng Shang Xiao Chen Xin Jiang Qun Liu MQ 25 208 0 27 Sep 2020
Softmax Tempering for Training Neural Machine Translation Models Raj Dabre Atsushi Fujita 23 10 0 20 Sep 2020
MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks Zhiqiang Shen Marios Savvides 23 63 0 17 Sep 2020
MSP: An FPGA-Specific Mixed-Scheme, Multi-Precision Deep Neural Network Quantization Framework Sung-En Chang Yanyu Li Mengshu Sun Weiwen Jiang Runbin Shi Xue Lin Yanzhi Wang MQ 19 7 0 16 Sep 2020
NASB: Neural Architecture Search for Binary Convolutional Neural Networks Baozhou Zhu Zaid Al-Ars P. Hofstee MQ 21 23 0 08 Aug 2020
Controlling Information Capacity of Binary Neural Network D. Ignatov Andrey D. Ignatov MQ 20 21 0 04 Aug 2020
Efficient Residue Number System Based Winograd Convolution Zhi-Gang Liu Matthew Mattina 20 12 0 23 Jul 2020
MCUNet: Tiny Deep Learning on IoT Devices Ji Lin Wei-Ming Chen Yujun Lin J. Cohn Chuang Gan Song Han 56 471 0 20 Jul 2020
T-Basis: a Compact Representation for Neural Networks Anton Obukhov M. Rakhuba Stamatios Georgoulis Menelaos Kanakis Dengxin Dai Luc Van Gool 33 27 0 13 Jul 2020
Multi-Tones' Phase Coding (MTPC) of Interaural Time Difference by Spiking Neural Network Zihan Pan Malu Zhang Jibin Wu Haizhou Li 17 9 0 07 Jul 2020
APQ: Joint Search for Network Architecture, Pruning and Quantization Policy Tianzhe Wang Kuan-Chieh Jackson Wang Han Cai Ji Lin Zhijian Liu Song Han MQ 36 174 0 15 Jun 2020