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Statistical Multiplexing Gain Analysis of Centralized Open Radio Access Networks With Limited Cells and Heterogeneous Traffics 期刊论文
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2025, 卷号: 74, 期号: 8, 页码: 13056-13074
作者:  Wang, Lu;  Zhou, Yiqing;  Liu, Ya-Feng;  Liu, Ling;  Shi, Ningzhe;  Tian, Lin;  Shi, Jinglin
收藏  |  浏览/下载：7/0  |  提交时间：2025/12/03
Open RAN  STEM  Solid modeling  Multiplexing  Internet of Things  Heavily-tailed distribution  Telecommunication traffic  Quantization (signal)  Quality of service  Protocols  O-RAN  statistical multiplexing gain  limited number of cells  heterogeneous traffics  Gaussian mixture model  
Low-Latency PIM Accelerator for Edge LLM Inference 期刊论文
IEEE COMPUTER ARCHITECTURE LETTERS, 2025, 卷号: 24, 期号: 2, 页码: 321-324
作者:  Wang, Xinyu;  Sun, Xiaotian;  Li, Wanqian;  Min, Feng;  Zhang, Xiaoyu;  Zhang, Xinjiang;  Han, Yinhe;  Chen, Xiaoming
收藏  |  浏览/下载：4/0  |  提交时间：2025/12/03
Random access memory  Low latency communication  Engines  Bandwidth  Vectors  Registers  Quantization (signal)  Energy efficiency  Hardware  Computational modeling  Large language model inference  processing-in-memory  edge accelerator  
HEAT: Efficient Vision Transformer Accelerator With Hybrid-Precision Quantization 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2025, 卷号: 72, 期号: 5, 页码: 758-762
作者:  Zhao, Pan;  Xue, Donghui;  Wu, Licheng;  Chang, Liang;  Tan, Haining;  Han, Yinhe;  Zhou, Jun
收藏  |  浏览/下载：16/0  |  提交时间：2025/06/25
Vision transformer  accelerator  hybrid-precision quantization  FPGA  Vision transformer  accelerator  hybrid-precision quantization  FPGA  
Attar: RRAM-based in-memory attention accelerator with software-hardware co-optimization 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2025, 卷号: 68, 期号: 3, 页码: 17
作者:  Li, Bing;  Qi, Ying;  Wang, Ying;  Han, Yinhe
收藏  |  浏览/下载：13/0  |  提交时间：2025/06/25
RRAM  computing-in-memory  attention  pruning  quantization  
An adaptive joint optimization framework for pruning and quantization 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 17
作者:  Li, Xiaohai;  Yang, Xiaodong;  Zhang, Yingwei;  Yang, Jianrong;  Chen, Yiqiang
收藏  |  浏览/下载：39/0  |  提交时间：2024/12/06
Model compression  Network pruning  Quantization  Mutual learning  Multi-teacher knowledge distillation  
Per-Packet Traffic Measurement in Storage, Computation and Bandwidth Limited Data Plane 期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 页码: 13
作者:  Cong, Yinchuan;  Xie, Kun;  Wen, Jigang;  Zhang, Jiwei;  Yin, Yansong;  Zhang, Qingyi;  Xie, Gaogang;  Liang, Wei
收藏  |  浏览/下载：28/0  |  提交时间：2024/12/06
Sequence of packet lengths and arrival times (SPLT)  data plane  packet level measurement  in-network calculation  quantization  
An Automatic Neural Network Architecture-and-Quantization Joint Optimization Framework for Efficient Model Inference 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 5, 页码: 1497-1510
作者:  Liu, Lian;  Wang, Ying;  Zhao, Xiandong;  Chen, Weiwei;  Li, Huawei;  Li, Xiaowei;  Han, Yinhe
收藏  |  浏览/下载：67/0  |  提交时间：2024/12/06
Optimization  Quantization (signal)  Computer architecture  Training  Computational modeling  Integrated circuit modeling  Convergence  Automatic joint optimization  efficient model inference  network quantization  neural architecture search (NAS)  
AutoQNN: An End-to-End Framework for Automatically Quantizing Neural Networks 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2024, 卷号: 39, 期号: 2, 页码: 401-420
作者:  Gong, Cheng;  Lu, Ye;  Dai, Su-Rong;  Deng, Qian;  Du, Cheng-Kun;  Li, Tao
收藏  |  浏览/下载：36/0  |  提交时间：2024/12/06
automatic quantization  mixed precision  quantizing scheme search  quantizing precision learning  quantized architecture generation  
DPQ: dynamic pseudo-mean mixed-precision quantization for pruned neural network 期刊论文
MACHINE LEARNING, 2024, 页码: 14
作者:  Pei, Songwen;  Wang, Jiyao;  Zhang, Bingxue;  Qin, Wei;  Xue, Hai;  Ye, Xiaochun;  Chen, Mingsong
收藏  |  浏览/下载：49/0  |  提交时间：2024/05/20
Big data  Compression  Deep learning  Pseudo-mean mixed-precision quantization  Pruned neural network  
PUGAN: Physical Model-Guided Underwater Image Enhancement Using GAN With Dual-Discriminators 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 卷号: 32, 页码: 4472-4485
作者:  Cong, Runmin;  Yang, Wenyu;  Zhang, Wei;  Li, Chongyi;  Guo, Chun-Le;  Huang, Qingming;  Kwong, Sam
收藏  |  浏览/下载：45/0  |  提交时间：2023/12/04
Underwater image enhancement  generative adversarial network  physical model  degradation quantization