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XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks

16 March 2016

Papers citing "XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks"

50 / 1,765 papers shown

Title
Extreme Model Compression with Structured Sparsity at Low Precision Dan Liu Nikita Dvornik Xue Liu MQ 16 0 0 11 Nov 2025
Sensor Calibration Model Balancing Accuracy, Real-time, and Efficiency Jinyong Yun Hyungjin Kim Seokho Ahn Euijong Lee Young-Duk Seo 0 0 0 10 Nov 2025
A Survey on Deep Text Hashing: Efficient Semantic Text Retrieval with Binary Representation Liyang He Zhenya Huang Cheng Yang Rui Li Zheng Zhang Kai Zhang Zhi Li Qi Liu Enhong Chen 3DV 128 0 0 31 Oct 2025
LoRAQuant: Mixed-Precision Quantization of LoRA to Ultra-Low Bits Amir Reza Mirzaei Yuqiao Wen Yanshuai Cao Lili Mou MQ 219 0 0 30 Oct 2025
Efficient Cost-and-Quality Controllable Arbitrary-scale Super-resolution with Fourier Constraints Kazutoshi Akita Norimichi Ukita SupR 132 0 0 28 Oct 2025
TernaryCLIP: Efficiently Compressing Vision-Language Models with Ternary Weights and Distilled Knowledge Shu-Hao Zhang Wei Tang Chen Wu Peng Hu Nan Li L. Zhang Qi Zhang Shao-Qun Zhang MQ VLM 138 0 0 23 Oct 2025
Differentiable, Bit-shifting, and Scalable Quantization without training neural network from scratch Zia Badar MQ 70 0 0 18 Oct 2025
MC#: Mixture Compressor for Mixture-of-Experts Large Models Wei Huang Yue Liao Yukang Chen Jianhui Liu Haoru Tan Si Liu Shiming Zhang Shuicheng Yan Xiaojuan Qi MoE MQ 120 0 0 13 Oct 2025
High-Dimensional Learning Dynamics of Quantized Models with Straight-Through Estimator Yuma Ichikawa Shuhei Kashiwamura Ayaka Sakata MQ 96 0 0 12 Oct 2025
Receptive Field Expanded Look-Up Tables for Vision Inference: Advancing from Low-level to High-level Tasks Xi Zhang Xiaolin Wu 24 1 0 12 Oct 2025
SQS: Bayesian DNN Compression through Sparse Quantized Sub-distributions Ziyi Wang Nan Jiang Guang Lin Qifan Song MQ 116 0 0 10 Oct 2025
Vanishing Contributions: A Unified Approach to Smoothly Transition Neural Models into Compressed Form Lorenzo Nikiforos Charalampos Antoniadis Luciano Prono F. Pareschi R. Rovatti Gianluca Setti 36 0 0 09 Oct 2025
PT $^2$ -LLM: Post-Training Ternarization for Large Language Models Xianglong Yan Chengzhu Bao Zhiteng Li Tianao Zhang Kaicheng Yang Haotong Qin Ruobing Xie Xingwu Sun Yulun Zhang MQ 102 0 0 27 Sep 2025
HTMA-Net: Towards Multiplication-Avoiding Neural Networks via Hadamard Transform and In-Memory Computing Emadeldeen Hamdan Ahmet Enis Cetin 44 0 0 27 Sep 2025
Spatial-Spectral Binarized Neural Network for Panchromatic and Multi-spectral Images Fusion Yizhen Jiang Mengting Ma Anqi Zhu Xiaowen Ma Jiaxin Li Wei Zhang MQ 19 0 0 27 Sep 2025
Punching Above Precision: Small Quantized Model Distillation with Learnable Regularizer Abdur Rehman S. Sharif Md Abdur Rahaman M. J. Aashik Rasool Seongwan Kim J. Lee MQ 40 0 0 25 Sep 2025
Binary Autoencoder for Mechanistic Interpretability of Large Language Models Hakaze Cho Haolin Yang Brian M. Kurkoski Naoya Inoue MQ 56 0 0 25 Sep 2025
Bi-VLM: Pushing Ultra-Low Precision Post-Training Quantization Boundaries in Vision-Language Models Xijun Wang Junyun Huang Rayyan Abdalla Chengyuan Zhang Ruiqi Xian Wanrong Zhu MQ VLM 75 0 0 23 Sep 2025
Deep Lookup NetworkIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Yulan Guo Longguang Wang Wendong Mao Xiaoyu Dong Yingqian Wang Li Liu W. An 48 0 0 17 Sep 2025
Breaking the Conventional Forward-Backward Tie in Neural Networks: Activation Functions Luigi Troiano Francesco Gissi Vincenzo Benedetto Genny Tortora 28 0 0 08 Sep 2025
1 bit is all we need: binary normalized neural networks Eduardo Lobo Lustoda Cabral Paulo Pirozelli Larissa Driemeier MQ 92 0 0 07 Sep 2025
Data-Augmented Quantization-Aware Knowledge Distillation Justin Kur Kaiqi Zhao MQ 84 0 0 04 Sep 2025
Binary Quantization For LLMs Through Dynamic Grouping Xinzhe Zheng Zhen-Qun Yang H. Xie S. J. Qin Arlene Chen Fangzhen Lin MQ 48 0 0 03 Sep 2025
Progressive Element-wise Gradient Estimation for Neural Network Quantization Kaiqi Zhao MQ 17 0 0 27 Aug 2025
Quantized Neural Networks for Microcontrollers: A Comprehensive Review of Methods, Platforms, and Applications Hamza A. Abushahla Dara Varam Ariel J. N. Panopio Mohamed I. AlHajri MQ 215 0 0 20 Aug 2025
A Self-Ensemble Inspired Approach for Effective Training of Binary-Weight Spiking Neural Networks Qingyan Meng Mingqing Xiao Zhengyu Ma Huihui Zhou Yonghong Tian Zhouchen Lin MQ 68 0 0 18 Aug 2025
Rethinking 1-bit Optimization Leveraging Pre-trained Large Language Models Zhijun Tu Hanting Chen Siqi Liu Chuanjian Liu Jian Li Jie Hu Yunhe Wang MQ 44 0 0 09 Aug 2025
Task complexity shapes internal representations and robustness in neural networks Robert Jankowski F. Radicchi M. Á. Serrano Marián Boguná S. Fortunato AAML 61 1 0 07 Aug 2025
$iFairy: the First 2-bit Complex LLM with All Parameters in $\{\pm1, \pm i\}$$ iFairy: the First 2-bit Complex LLM with All Parameters in $\{\pm1, \pm i\}$ Feiyu Wang Guoan Wang Yihao Zhang S. Wang Weitao Li Bokai Huang Shimao Chen Z. L. Jiang Rui Xu Tong Yang MQ 106 0 0 07 Aug 2025
An Architecture for Spatial Networking Josh Millar Ryan Gibb Roy Ang Hamed Haddadi Hamed Haddadi 96 0 0 30 Jul 2025
Compression Aware Certified Training Changming Xu Gagandeep Singh 110 0 0 13 Jun 2025
BitTTS: Highly Compact Text-to-Speech Using 1.58-bit Quantization and Weight Indexing Masaya Kawamura Takuya Hasumi Yuma Shirahata Ryuichi Yamamoto MQ 114 0 0 04 Jun 2025
Learning Binarized Representations with Pseudo-positive Sample Enhancement for Efficient Graph Collaborative Filtering Yankai Chen Yue Que Xinni Zhang Chen Ma Irwin King 167 1 0 03 Jun 2025
LittleBit: Ultra Low-Bit Quantization via Latent Factorization Banseok Lee Dongkyu Kim Youngcheon You Youngmin Kim MQ 108 1 0 30 May 2025
Learning Interpretable Differentiable Logic Networks for Tabular Regression C. Yue N. Jha 247 0 0 29 May 2025
Highly Efficient and Effective LLMs with Multi-Boolean Architectures Ba-Hien Tran Van Minh Nguyen MQ 192 0 0 28 May 2025
Compressing Sine-Activated Low-Rank Adapters through Post-Training Quantization Cameron Gordon Yiping Ji Hemanth Saratchandran Paul Albert Simon Lucey MQ 143 0 0 28 May 2025
BTC-LLM: Efficient Sub-1-Bit LLM Quantization via Learnable Transformation and Binary Codebook Hao Gu Lujun Li Zheyu Wang B. Liu Qiyuan Zhu Sirui Han Wenhan Luo MQ 81 1 0 24 May 2025
Spiking Neural Networks Need High Frequency Information Yuetong Fang Deming Zhou Ziqing Wang Hongwei Ren Zecui Zeng Lusong Li Shibo Zhou Zhanchen Zhu 143 0 0 24 May 2025
A Principled Bayesian Framework for Training Binary and Spiking Neural Networks James A. Walker M. Khajehnejad Adeel Razi BDL 194 0 0 23 May 2025
Beyond Discreteness: Finite-Sample Analysis of Straight-Through Estimator for Quantization Halyun Jeong Jack Xin Penghang Yin MQ 119 0 0 23 May 2025
Automatic Complementary Separation Pruning Toward Lightweight CNNs David Levin Gonen Singer 154 0 0 19 May 2025
An Overview of Arithmetic Adaptations for Inference of Convolutional Neural Networks on Re-configurable Hardware Ilkay Wunderlich Benjamin Koch Sven Schönfeld 302 2 0 19 May 2025
Addition is almost all you need: Compressing neural networks with double binary factorization Vladimír Boža Vladimír Macko MQ 296 0 0 16 May 2025
PROM: Prioritize Reduction of Multiplications Over Lower Bit-Widths for Efficient CNNs Lukas Meiner Jens Mehnert Alexandru Paul Condurache MQ 241 1 0 06 May 2025
Efficient Continual Learning in Keyword Spotting using Binary Neural NetworksSensors Applications Symposium (SAS), 2025 Quynh Nguyen Phuong Vu Luciano S. Martinez-Rau Yuxuan Zhang Nho-Duc Tran Bengt Oelmann Michele Magno Sebastian Bader CLL 118 0 0 05 May 2025
FPGA-based Acceleration for Convolutional Neural Networks: A Comprehensive Review Junye Jiang Yaan Zhou Yuanhao Gong Haoxuan Yuan Shuanglong Liu 159 4 0 04 May 2025
Practical Boolean Backpropagation Simon Golbert 49 0 0 01 May 2025
Optimizing Deep Neural Networks using Safety-Guided Self Compression Mohammad Zbeeb Mariam Salman Mohammad Bazzi Ammar Mohanna 121 0 0 01 May 2025
Silenzio: Secure Non-Interactive Outsourced MLP Training Jonas Sander T. Eisenbarth 120 0 0 24 Apr 2025