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DeepTM: Efficient Tensor Management in Heterogeneous Memory for DNN Training Journal article
Zhou, Haoran, Rang, Wei, Chen, Hongyang, Zhou, Xiaobo, Cheng, Dazhao. DeepTM: Efficient Tensor Management in Heterogeneous Memory for DNN Training[J]. IEEE Transactions on Parallel and Distributed Systems, 2024, 35(11), 1920-1935.
Authors:  Zhou, Haoran;  Rang, Wei;  Chen, Hongyang;  Zhou, Xiaobo;  Cheng, Dazhao
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:5.6/4.5 | Submit date：2024/08/05
Deep Neural Network Training  Heterogeneous Memory  Memory Management  Performance Optimization  
Heterogeneity-Aware Memory Efficient Federated Learning via Progressive Layer Freezing Conference paper
Wu, Yebo, Li, Li, Tian, Chunlin, Chang, Tao, Lin, Chi, Wang, Cong, Xu, Cheng Zhong. Heterogeneity-Aware Memory Efficient Federated Learning via Progressive Layer Freezing[C]:Institute of Electrical and Electronics Engineers Inc., 2024.
Authors:  Wu, Yebo;  Li, Li;  Tian, Chunlin;  Chang, Tao;  Lin, Chi; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0 | Submit date：2024/11/05
Federated Learning  Heterogeneous Memory  On-device Training  Training  Accuracy  Runtime  Perturbation Methods  Memory Management  Quality Of Service  
Heterogeneity-Aware Coordination for Federated Learning via Stitching Pre-trained blocks Conference paper
Zhan, Shichen, Wu, Yebo, Tian, Chunlin, Zhao, Yan, Li, Li. Heterogeneity-Aware Coordination for Federated Learning via Stitching Pre-trained blocks[C]:Institute of Electrical and Electronics Engineers Inc., 2024.
Authors:  Zhan, Shichen;  Wu, Yebo;  Tian, Chunlin;  Zhao, Yan;  Li, Li
Favorite | TC[WOS]:0 TC[Scopus]:1 | Submit date：2024/11/05
Federated Learning  Pre-training  Resource-efficient  Training  Performance Evaluation  Energy Consumption  Accuracy  Memory Management  Quality Of Service  
Raptor-T: A Fused and Memory-Efficient Sparse Transformer for Long and Variable-Length Sequences Journal article
Wang, Hulin, Yang, Donglin, Xia, Yaqi, Zhang, Zheng, Wang, Qigang, Fan, Jianping, Zhou, Xiaobo, Cheng, Dazhao. Raptor-T: A Fused and Memory-Efficient Sparse Transformer for Long and Variable-Length Sequences[J]. IEEE TRANSACTIONS ON COMPUTERS, 2024, 73(7), 1852-1865.
Authors:  Wang, Hulin;  Yang, Donglin;  Xia, Yaqi;  Zhang, Zheng;  Wang, Qigang; et al.
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:3.6/3.2 | Submit date：2024/05/16
Sparse Transformer  Inference Acceleration  Gpu  Deep Learning  Memory Optimization  Resource Management  
A unified hybrid memory system for scalable deep learning and big data applications Journal article
Rang, Wei, Liang, Huanghuang, Wang, Ye, Zhou, Xiaobo, Cheng, Dazhao. A unified hybrid memory system for scalable deep learning and big data applications[J]. Journal of Parallel and Distributed Computing, 2024, 186, 104820.
Authors:  Rang, Wei;  Liang, Huanghuang;  Wang, Ye;  Zhou, Xiaobo;  Cheng, Dazhao
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:3.4/3.4 | Submit date：2024/05/02
Data Placement And Migration  Dnn Applications  Hybrid Memory System  Nvm  Unified Memory Management  
An FPGA-Based Energy-Efficient Reconfigurable Depthwise Separable Convolution Accelerator for Image Recognition Journal article
Lei Xuan, Ka-Fai Un, Chi-Seng Lam, Rui P. Martins. An FPGA-Based Energy-Efficient Reconfigurable Depthwise Separable Convolution Accelerator for Image Recognition[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 2022, 69(10), 4003-4007.
Authors:  Lei Xuan;  Ka-Fai Un;  Chi-Seng Lam;  Rui P. Martins
Favorite | TC[WOS]:26 TC[Scopus]:26  IF:4.0/3.7 | Submit date：2022/06/14
Frequency Modulation  Field Programmable Gate Arrays  Energy Efficiency  Memory Management  Random Access Memory  Arrays  Computational Cost  Convolutional Neural Network (Cnn)  Field-programmable Gate Array (Fpga)  Mobilenetv2  Neural Network  Quantization  
NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results Conference paper
Li, Yawei, Zhang, Kai, Timofte, Radu, Van Gool, Luc, Kong, Fangyuan, Li, Mingxi, Liu, Songwei, Du, Zongcai, Liu, Ding, Zhou, Chenhui, Chen, Jingyi, Han, Qingrui, Li, Zheyuan, Liu, Yingqi, Chen, Xiangyu, Cai, Haoming, Qiao, Yu, Dong, Chao, Sun, Long, Pan, Jinshan, Zhu, Yi, Zong, Zhikai, Liu, Xiaoxiao, Hui, Zheng, Yang, Tao, Ren, Peiran, Xie, Xuansong, Hua, Xian Sheng, Wang, Yanbo, Ji, Xiaozhong, Lin, Chuming, Luo, Donghao, Tai, Ying, Wang, Chengjie, Zhang, Zhizhong, Xie, Yuan, Cheng, Shen, Luo, Ziwei, Yu, Lei, Wen, Zhihong, Wul, Qi, Li, Youwei, Fan, Haoqiang, Sun, Jian, Liu, Shuaicheng, Huang, Yuanfei, Jin, Meiguang, Huang, Hua, Liu, Jing, Zhang, Xinjian, Wang, Yan, Long, Lingshun, Kong, Lingshun, Li, Gen, Zhang, Yuanfan, Cao, Zuowei, Sun, Lei, Alexander, Panaetov, Wang, Yucong, Zhang, Shuhao, Zhang, Yuhao, Cai, Minjie, Wang, Li, Tian, Lu, Wang, Zheyuan, Ma, Hongbing, Liu, Jie, Chen, Chao, Cai, Yidong, Tang, Jie, Wu, Gangshan, Wang, Weiran, Huang, Shirui, Lu, Honglei, Liu, Huan, Wang, Keyan, Chen, Jun, Chen, Shi, Miao, Yuchun, Huang, Zimo, Zhang, Lefei, Ayazoglu, Mustafa, Xiong, Wei, Xiong, Chengyi, Wang, Fei, Li, Hao, Wen, Ruimian, Yang, Zhijing, Zou, Wenbin, Zheng, Weixin, Ye, Tian, Zhang, Yuncheng, Kong, Xiangzhen, Arora, Aditya, Zamir, Syed Waqas, Khan, Salman, Hayat, Munawar, Khan, Fahad Shahbaz, Gao, Dandan, Zhou, Dengwen, Ning, Qian, Tang, Jingzhu, Huang, Han, Wang, Yufei, Peng, Zhangheng, Li, Haobo, Guan, Wenxue, Gong, Shenghua, Li, Xin, Liu, Jun, Wang, Wanjun, Zhou, Dengwen, Zeng, Kun, Lin, Hanjiang, Chen, Xinyu, Fang, Jinsheng, Sinha, Abhishek Kumar, Moorthi, S. Manthira, Dhar, Debajyoti, Yang, Hao Hsiang, Huang, Zhi Kai, Chen, Wei Ting, Chang, Hua En, Kuo, Sy Yen, Tan, Wei, Chen, Hao, Narang, Pratik, Yinghua, Liu, Tianlin, Zhang, Xiaoming, Zhang, Meng, Dingxuan, Tian, Chunwei, Morshed, Mashrur M., Ahsan, Ahmad Omar. NTIRE 2022 Challenge on Efficient Super-Resolution: Methods and Results[C], 2022, 1061-1101.
Authors:  Li, Yawei;  Zhang, Kai;  Timofte, Radu;  Van Gool, Luc;  Kong, Fangyuan; et al.
Favorite | TC[WOS]:21 TC[Scopus]:72 | Submit date：2023/01/30
Measurement  Runtime  Convolution  Conferences  Superresolution  Memory Management  Graphics Processing Units