BibTeX records: Xiaolong Ma

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@article{DBLP:journals/access/XieWCMXZSL21,
  author    = {Chuan Xie and
               Zhizhong Wang and
               Haibo Chen and
               Xiaolong Ma and
               Wei Xing and
               Lei Zhao and
               Wei Song and
               Zhijie Lin},
  title     = {Image Style Transfer Algorithm Based on Semantic Segmentation},
  journal   = {{IEEE} Access},
  volume    = {9},
  pages     = {54518--54529},
  year      = {2021}
}
@article{DBLP:journals/access/XieWCMXZL21,
  author    = {Chuan Xie and
               Zhizhong Wang and
               Haibo Chen and
               Xiaolong Ma and
               Wei Xing and
               Lei Zhao and
               Zhijie Lin},
  title     = {Real-Time High Realistic Web Display Method of Complex 3D Model},
  journal   = {{IEEE} Access},
  volume    = {9},
  pages     = {62562--62573},
  year      = {2021}
}
@article{DBLP:journals/access/LuWCXMXZL21,
  author    = {Qiong Lu and
               Zhizhong Wang and
               Haibo Chen and
               Chuan Xie and
               Xiaolong Ma and
               Wei Xing and
               Lei Zhao and
               Zhijie Lin},
  title     = {Corrections to "Real-Time High Realistic Web Display Method of
               Complex 3D Model"},
  journal   = {{IEEE} Access},
  volume    = {9},
  pages     = {65173},
  year      = {2021}
}
@article{DBLP:journals/cacm/GuanLMNRSWZ21,
  author    = {Hui Guan and
               Shaoshan Liu and
               Xiaolong Ma and
               Wei Niu and
               Bin Ren and
               Xipeng Shen and
               Yanzhi Wang and
               Pu Zhao},
  title     = {CoCoPIE: enabling real-time {AI} on off-the-shelf mobile devices via
               compression-compilation co-design},
  journal   = {Commun. {ACM}},
  volume    = {64},
  number    = {6},
  pages     = {62--68},
  year      = {2021}
}
@article{DBLP:journals/jits/MaXM21,
  author    = {Dongfang Ma and
               Jiawang Xiao and
               Xiaolong Ma},
  title     = {A decentralized model predictive traffic signal control method with
               fixed phase sequence for urban networks},
  journal   = {J. Intell. Transp. Syst.},
  volume    = {25},
  number    = {5},
  pages     = {455--468},
  year      = {2021}
}
@article{DBLP:journals/mva/FuMZ21,
  author    = {Yongzhong Fu and
               Xiaolong Ma and
               Hang Zhou},
  title     = {Automatic detection of multi-crossing crack defects in multi-crystalline
               solar cells based on machine vision},
  journal   = {Mach. Vis. Appl.},
  volume    = {32},
  number    = {3},
  pages     = {60},
  year      = {2021}
}
@article{DBLP:journals/tits/MaXSM021,
  author    = {Dongfang Ma and
               Jiawang Xiao and
               Xiang Song and
               Xiaolong Ma and
               Sheng Jin},
  title     = {A Back-Pressure-Based Model With Fixed Phase Sequences for Traffic
               Signal Optimization Under Oversaturated Networks},
  journal   = {{IEEE} Trans. Intell. Transp. Syst.},
  volume    = {22},
  number    = {9},
  pages     = {5577--5588},
  year      = {2021}
}
@inproceedings{DBLP:conf/date/YuanBCSFLLMDWBW21,
  author    = {Geng Yuan and
               Payman Behnam and
               Yuxuan Cai and
               Ali Shafiee and
               Jingyan Fu and
               Zhiheng Liao and
               Zhengang Li and
               Xiaolong Ma and
               Jieren Deng and
               Jinhui Wang and
               Mahdi Nazm Bojnordi and
               Yanzhi Wang and
               Caiwen Ding},
  title     = {TinyADC: Peripheral Circuit-aware Weight Pruning Framework for Mixed-signal
               {DNN} Accelerators},
  booktitle = {{DATE}},
  pages     = {926--931},
  publisher = {{IEEE}},
  year      = {2021}
}
@inproceedings{DBLP:conf/icml/0007YCSMJRT0W21,
  author    = {Ning Liu and
               Geng Yuan and
               Zhengping Che and
               Xuan Shen and
               Xiaolong Ma and
               Qing Jin and
               Jian Ren and
               Jian Tang and
               Sijia Liu and
               Yanzhi Wang},
  title     = {Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not?},
  booktitle = {{ICML}},
  series    = {Proceedings of Machine Learning Research},
  volume    = {139},
  pages     = {7011--7020},
  publisher = {{PMLR}},
  year      = {2021}
}
@inproceedings{DBLP:conf/ijcai/ShenYNMGLRW21,
  author    = {Xuan Shen and
               Geng Yuan and
               Wei Niu and
               Xiaolong Ma and
               Jiexiong Guan and
               Zhengang Li and
               Bin Ren and
               Yanzhi Wang},
  title     = {Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices},
  booktitle = {{IJCAI}},
  pages     = {5012--5015},
  publisher = {ijcai.org},
  year      = {2021}
}
@inproceedings{DBLP:conf/isca/YuanBLSLM0QBWD21,
  author    = {Geng Yuan and
               Payman Behnam and
               Zhengang Li and
               Ali Shafiee and
               Sheng Lin and
               Xiaolong Ma and
               Hang Liu and
               Xuehai Qian and
               Mahdi Nazm Bojnordi and
               Yanzhi Wang and
               Caiwen Ding},
  title     = {{FORMS:} Fine-grained Polarized ReRAM-based In-situ Computation for
               Mixed-signal {DNN} Accelerator},
  booktitle = {{ISCA}},
  pages     = {265--278},
  publisher = {{IEEE}},
  year      = {2021}
}
@inproceedings{DBLP:conf/isqed/YuanLMCKSFLZPLR21,
  author    = {Geng Yuan and
               Zhiheng Liao and
               Xiaolong Ma and
               Yuxuan Cai and
               Zhenglun Kong and
               Xuan Shen and
               Jingyan Fu and
               Zhengang Li and
               Chengming Zhang and
               Hongwu Peng and
               Ning Liu and
               Ao Ren and
               Jinhui Wang and
               Yanzhi Wang},
  title     = {Improving {DNN} Fault Tolerance using Weight Pruning and Differential
               Crossbar Mapping for ReRAM-based Edge {AI}},
  booktitle = {{ISQED}},
  pages     = {135--141},
  publisher = {{IEEE}},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2102-11068,
  author    = {Ning Liu and
               Geng Yuan and
               Zhengping Che and
               Xuan Shen and
               Xiaolong Ma and
               Qing Jin and
               Jian Ren and
               Jian Tang and
               Sijia Liu and
               Yanzhi Wang},
  title     = {Lottery Ticket Implies Accuracy Degradation, Is It a Desirable Phenomenon?},
  journal   = {CoRR},
  volume    = {abs/2102.11068},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2106-09144,
  author    = {Geng Yuan and
               Payman Behnam and
               Zhengang Li and
               Ali Shafiee and
               Sheng Lin and
               Xiaolong Ma and
               Hang Liu and
               Xuehai Qian and
               Mahdi Nazm Bojnordi and
               Yanzhi Wang and
               Caiwen Ding},
  title     = {{FORMS:} Fine-grained Polarized ReRAM-based In-situ Computation for
               Mixed-signal {DNN} Accelerator},
  journal   = {CoRR},
  volume    = {abs/2106.09144},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2106-09166,
  author    = {Geng Yuan and
               Zhiheng Liao and
               Xiaolong Ma and
               Yuxuan Cai and
               Zhenglun Kong and
               Xuan Shen and
               Jingyan Fu and
               Zhengang Li and
               Chengming Zhang and
               Hongwu Peng and
               Ning Liu and
               Ao Ren and
               Jinhui Wang and
               Yanzhi Wang},
  title     = {Improving {DNN} Fault Tolerance using Weight Pruning and Differential
               Crossbar Mapping for ReRAM-based Edge {AI}},
  journal   = {CoRR},
  volume    = {abs/2106.09166},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2106-09857,
  author    = {Xiaolong Ma and
               Minghai Qin and
               Fei Sun and
               Zejiang Hou and
               Kun Yuan and
               Yi Xu and
               Yanzhi Wang and
               Yen{-}Kuang Chen and
               Rong Jin and
               Yuan Xie},
  title     = {Effective Model Sparsification by Scheduled Grow-and-Prune Methods},
  journal   = {CoRR},
  volume    = {abs/2106.09857},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2106-15304,
  author    = {Xuan Shen and
               Geng Yuan and
               Wei Niu and
               Xiaolong Ma and
               Jiexiong Guan and
               Zhengang Li and
               Bin Ren and
               Yanzhi Wang},
  title     = {Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices},
  journal   = {CoRR},
  volume    = {abs/2106.15304},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2107-00166,
  author    = {Xiaolong Ma and
               Geng Yuan and
               Xuan Shen and
               Tianlong Chen and
               Xuxi Chen and
               Xiaohan Chen and
               Ning Liu and
               Minghai Qin and
               Sijia Liu and
               Zhangyang Wang and
               Yanzhi Wang},
  title     = {Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really
               Win the Jackpot?},
  journal   = {CoRR},
  volume    = {abs/2107.00166},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2107-04714,
  author    = {Henry Kvinge and
               Colby Wight and
               Sarah Akers and
               Scott Howland and
               Woongjo Choi and
               Xiaolong Ma and
               Luke Gosink and
               Elizabeth Jurrus and
               Keerti Kappagantula and
               Tegan H. Emerson},
  title     = {A Topological-Framework to Improve Analysis of Machine Learning Model
               Performance},
  journal   = {CoRR},
  volume    = {abs/2107.04714},
  year      = {2021}
}
@article{DBLP:journals/corr/abs-2108-11033,
  author    = {Wei Niu and
               Zhengang Li and
               Xiaolong Ma and
               Peiyan Dong and
               Gang Zhou and
               Xuehai Qian and
               Xue Lin and
               Yanzhi Wang and
               Bin Ren},
  title     = {{GRIM:} {A} General, Real-Time Deep Learning Inference Framework for
               Mobile Devices based on Fine-Grained Structured Weight Sparsity},
  journal   = {CoRR},
  volume    = {abs/2108.11033},
  year      = {2021}
}
@article{DBLP:journals/remotesensing/LiuHTXDSM20,
  author    = {Sicong Liu and
               Qing Hu and
               Xiaohua Tong and
               Junshi Xia and
               Qian Du and
               Alim Samat and
               Xiaolong Ma},
  title     = {A Multi-Scale Superpixel-Guided Filter Feature Extraction and Selection
               Approach for Classification of Very-High-Resolution Remotely Sensed
               Imagery},
  journal   = {Remote. Sens.},
  volume    = {12},
  number    = {5},
  pages     = {862},
  year      = {2020}
}
@inproceedings{DBLP:conf/IEEEpact/RumiMWJ20,
  author    = {Masuma Akter Rumi and
               Xiaolong Ma and
               Yanzhi Wang and
               Peng Jiang},
  title     = {Accelerating Sparse {CNN} Inference on GPUs with Performance-Aware
               Weight Pruning},
  booktitle = {{PACT}},
  pages     = {267--278},
  publisher = {{ACM}},
  year      = {2020}
}
@inproceedings{DBLP:conf/aaai/0007MXW0Y20,
  author    = {Ning Liu and
               Xiaolong Ma and
               Zhiyuan Xu and
               Yanzhi Wang and
               Jian Tang and
               Jieping Ye},
  title     = {AutoCompress: An Automatic {DNN} Structured Pruning Framework for
               Ultra-High Compression Rates},
  booktitle = {{AAAI}},
  pages     = {4876--4883},
  publisher = {{AAAI} Press},
  year      = {2020}
}
@inproceedings{DBLP:conf/aaai/MaGNL0MRW20,
  author    = {Xiaolong Ma and
               Fu{-}Ming Guo and
               Wei Niu and
               Xue Lin and
               Jian Tang and
               Kaisheng Ma and
               Bin Ren and
               Yanzhi Wang},
  title     = {{PCONV:} The Missing but Desirable Sparsity in {DNN} Weight Pruning
               for Real-Time Execution on Mobile Devices},
  booktitle = {{AAAI}},
  pages     = {5117--5124},
  publisher = {{AAAI} Press},
  year      = {2020}
}
@inproceedings{DBLP:conf/aspdac/MaYLDYLWCW20,
  author    = {Xiaolong Ma and
               Geng Yuan and
               Sheng Lin and
               Caiwen Ding and
               Fuxun Yu and
               Tao Liu and
               Wujie Wen and
               Xiang Chen and
               Yanzhi Wang},
  title     = {Tiny but Accurate: {A} Pruned, Quantized and Optimized Memristor Crossbar
               Framework for Ultra Efficient {DNN} Implementation},
  booktitle = {{ASP-DAC}},
  pages     = {301--306},
  publisher = {{IEEE}},
  year      = {2020}
}
@inproceedings{DBLP:conf/aspdac/MaLLAQXW20,
  author    = {Xiaolong Ma and
               Zhe Li and
               Hongjia Li and
               Qiyuan An and
               Qinru Qiu and
               Wenyao Xu and
               Yanzhi Wang},
  title     = {Database and Benchmark for Early-stage Malicious Activity Detection
               in 3D Printing},
  booktitle = {{ASP-DAC}},
  pages     = {494--499},
  publisher = {{IEEE}},
  year      = {2020}
}
@inproceedings{DBLP:conf/asplos/NiuMLWQLWR20,
  author    = {Wei Niu and
               Xiaolong Ma and
               Sheng Lin and
               Shihao Wang and
               Xuehai Qian and
               Xue Lin and
               Yanzhi Wang and
               Bin Ren},
  title     = {PatDNN: Achieving Real-Time {DNN} Execution on Mobile Devices with
               Pattern-based Weight Pruning},
  booktitle = {{ASPLOS}},
  pages     = {907--922},
  publisher = {{ACM}},
  year      = {2020}
}
@inproceedings{DBLP:conf/dac/ChuWZMYHLHJ20,
  author    = {Chaoqun Chu and
               Yanzhi Wang and
               Yilong Zhao and
               Xiaolong Ma and
               Shaokai Ye and
               Yunyan Hong and
               Xiaoyao Liang and
               Yinhe Han and
               Li Jiang},
  title     = {PIM-Prune: Fine-Grain {DCNN} Pruning for Crossbar-Based Process-In-Memory
               Architecture},
  booktitle = {{DAC}},
  pages     = {1--6},
  publisher = {{IEEE}},
  year      = {2020}
}
@inproceedings{DBLP:conf/dac/TanSMTCMWYWLM20,
  author    = {Zhanhong Tan and
               Jiebo Song and
               Xiaolong Ma and
               Sia Huat Tan and
               Hongyang Chen and
               Yuanqing Miao and
               Yifu Wu and
               Shaokai Ye and
               Yanzhi Wang and
               Dehui Li and
               Kaisheng Ma},
  title     = {{PCNN:} Pattern-based Fine-Grained Regular Pruning Towards Optimizing
               {CNN} Accelerators},
  booktitle = {{DAC}},
  pages     = {1--6},
  publisher = {{IEEE}},
  year      = {2020}
}
@inproceedings{DBLP:conf/eccv/MaNZLLLWCTMRW20,
  author    = {Xiaolong Ma and
               Wei Niu and
               Tianyun Zhang and
               Sijia Liu and
               Sheng Lin and
               Hongjia Li and
               Wujie Wen and
               Xiang Chen and
               Jian Tang and
               Kaisheng Ma and
               Bin Ren and
               Yanzhi Wang},
  title     = {An Image Enhancing Pattern-Based Sparsity for Real-Time Inference
               on Mobile Devices},
  booktitle = {{ECCV} {(13)}},
  series    = {Lecture Notes in Computer Science},
  volume    = {12358},
  pages     = {629--645},
  publisher = {Springer},
  year      = {2020}
}
@inproceedings{DBLP:conf/fast/WangZMARST0C20,
  author    = {Ao Wang and
               Jingyuan Zhang and
               Xiaolong Ma and
               Ali Anwar and
               Lukas Rupprecht and
               Dimitrios Skourtis and
               Vasily Tarasov and
               Feng Yan and
               Yue Cheng},
  title     = {InfiniCache: Exploiting Ephemeral Serverless Functions to Build a
               Cost-Effective Memory Cache},
  booktitle = {{FAST}},
  pages     = {267--281},
  publisher = {{USENIX} Association},
  year      = {2020}
}
@inproceedings{DBLP:conf/glvlsi/Gong0LNMWRDLXW20,
  author    = {Yifan Gong and
               Zheng Zhan and
               Zhengang Li and
               Wei Niu and
               Xiaolong Ma and
               Wenhao Wang and
               Bin Ren and
               Caiwen Ding and
               Xue Lin and
               Xiaolin Xu and
               Yanzhi Wang},
  title     = {A Privacy-Preserving-Oriented {DNN} Pruning and Mobile Acceleration
               Framework},
  booktitle = {{ACM} Great Lakes Symposium on {VLSI}},
  pages     = {119--124},
  publisher = {{ACM}},
  year      = {2020}
}
@inproceedings{DBLP:conf/ics/ShiDGDMSHLW20,
  author    = {Runbin Shi and
               Peiyan Dong and
               Tong Geng and
               Yuhao Ding and
               Xiaolong Ma and
               Hayden Kwok{-}Hay So and
               Martin C. Herbordt and
               Ang Li and
               Yanzhi Wang},
  title     = {{CSB-RNN:} a faster-than-realtime {RNN} acceleration framework with
               compressed structured blocks},
  booktitle = {{ICS}},
  pages     = {24:1--24:12},
  publisher = {{ACM}},
  year      = {2020}
}
@inproceedings{DBLP:conf/socc/YuanMLLDD20,
  author    = {Geng Yuan and
               Xiaolong Ma and
               Sheng Lin and
               Zhengang Li and
               Jieren Deng and
               Caiwen Ding},
  title     = {A {DNN} Compression Framework for SOT-MRAM-based Processing-In-Memory
               Engine},
  booktitle = {SoCC},
  pages     = {37--42},
  publisher = {{IEEE}},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2001-00138,
  author    = {Wei Niu and
               Xiaolong Ma and
               Sheng Lin and
               Shihao Wang and
               Xuehai Qian and
               Xue Lin and
               Yanzhi Wang and
               Bin Ren},
  title     = {PatDNN: Achieving Real-Time {DNN} Execution on Mobile Devices with
               Pattern-based Weight Pruning},
  journal   = {CoRR},
  volume    = {abs/2001.00138},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2001-07710,
  author    = {Xiaolong Ma and
               Wei Niu and
               Tianyun Zhang and
               Sijia Liu and
               Fu{-}Ming Guo and
               Sheng Lin and
               Hongjia Li and
               Xiang Chen and
               Jian Tang and
               Kaisheng Ma and
               Bin Ren and
               Yanzhi Wang},
  title     = {An Image Enhancing Pattern-based Sparsity for Real-time Inference
               on Mobile Devices},
  journal   = {CoRR},
  volume    = {abs/2001.07710},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2001-08357,
  author    = {Xiaolong Ma and
               Zhengang Li and
               Yifan Gong and
               Tianyun Zhang and
               Wei Niu and
               Zheng Zhan and
               Pu Zhao and
               Jian Tang and
               Xue Lin and
               Bin Ren and
               Yanzhi Wang},
  title     = {{BLK-REW:} {A} Unified Block-based {DNN} Pruning Framework using Reweighted
               Regularization Method},
  journal   = {CoRR},
  volume    = {abs/2001.08357},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2001-08839,
  author    = {Zhengang Li and
               Yifan Gong and
               Xiaolong Ma and
               Sijia Liu and
               Mengshu Sun and
               Zheng Zhan and
               Zhenglun Kong and
               Geng Yuan and
               Yanzhi Wang},
  title     = {SS-Auto: {A} Single-Shot, Automatic Structured Weight Pruning Framework
               of DNNs with Ultra-High Efficiency},
  journal   = {CoRR},
  volume    = {abs/2001.08839},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2001-10483,
  author    = {Ao Wang and
               Jingyuan Zhang and
               Xiaolong Ma and
               Ali Anwar and
               Lukas Rupprecht and
               Dimitrios Skourtis and
               Vasily Tarasov and
               Feng Yan and
               Yue Cheng},
  title     = {InfiniCache: Exploiting Ephemeral Serverless Functions to Build a
               Cost-Effective Memory Cache},
  journal   = {CoRR},
  volume    = {abs/2001.10483},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2002-04997,
  author    = {Zhanhong Tan and
               Jiebo Song and
               Xiaolong Ma and
               Sia Huat Tan and
               Hongyang Chen and
               Yuanqing Miao and
               Yifu Wu and
               Shaokai Ye and
               Yanzhi Wang and
               Dehui Li and
               Kaisheng Ma},
  title     = {{PCNN:} Pattern-based Fine-Grained Regular Pruning towards Optimizing
               {CNN} Accelerators},
  journal   = {CoRR},
  volume    = {abs/2002.04997},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2003-06513,
  author    = {Zheng Zhan and
               Yifan Gong and
               Zhengang Li and
               Pu Zhao and
               Xiaolong Ma and
               Wei Niu and
               Xiaolin Xu and
               Bin Ren and
               Yanzhi Wang and
               Xue Lin},
  title     = {A Privacy-Preserving {DNN} Pruning and Mobile Acceleration Framework},
  journal   = {CoRR},
  volume    = {abs/2003.06513},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2004-05531,
  author    = {Tianyun Zhang and
               Xiaolong Ma and
               Zheng Zhan and
               Shanglin Zhou and
               Minghai Qin and
               Fei Sun and
               Yen{-}Kuang Chen and
               Caiwen Ding and
               Makan Fardad and
               Yanzhi Wang},
  title     = {A Unified {DNN} Weight Compression Framework Using Reweighted Optimization
               Methods},
  journal   = {CoRR},
  volume    = {abs/2004.05531},
  year      = {2020}
}
@article{DBLP:journals/corr/abs-2005-05758,
  author    = {Runbin Shi and
               Peiyan Dong and
               Tong Geng and
               Yuhao Ding and
               Xiaolong Ma and
               Hayden Kwok{-}Hay So and
               Martin C. Herbordt and
               Ang Li and
               Yanzhi Wang},
  title     = {{CSB-RNN:} {A} Faster-than-Realtime {RNN} Acceleration Framework with
               Compressed Structured Blocks},
  journal   = {CoRR},
  volume    = {abs/2005.05758},
  year      = {2020}
}
@article{DBLP:journals/ijes/MaDTLL19,
  author    = {Xiaolong Ma and
               Yonghui Dai and
               Weining Tang and
               Guowei Li and
               Shengqi Lu},
  title     = {Research on user acceptance behaviour of mobile group intelligent
               sensing applications based on {UTAUT}},
  journal   = {Int. J. Embed. Syst.},
  volume    = {11},
  number    = {5},
  pages     = {653--660},
  year      = {2019}
}
@article{DBLP:journals/jifs/QuLQXM19,
  author    = {Guohua Qu and
               Tianjiao Li and
               Weihua Qu and
               Ling Xu and
               Xiaolong Ma},
  title     = {Algorithms for regret theory and group satisfaction degree under interval-valued
               dual hesitant fuzzy sets in stochastic multiple attribute decision
               making method},
  journal   = {J. Intell. Fuzzy Syst.},
  volume    = {37},
  number    = {3},
  pages     = {3639--3653},
  year      = {2019}
}
@article{DBLP:journals/remotesensing/MaLTL19,
  author    = {Xiaolong Ma and
               Chengming Li and
               Xiaohua Tong and
               Sicong Liu},
  title     = {A New Fusion Approach for Extracting Urban Built-up Areas from Multisource
               Remotely Sensed Data},
  journal   = {Remote. Sens.},
  volume    = {11},
  number    = {21},
  pages     = {2516},
  year      = {2019}
}
@inproceedings{DBLP:conf/glvlsi/LiLMLYZLXW19,
  author    = {Hongjia Li and
               Ning Liu and
               Xiaolong Ma and
               Sheng Lin and
               Shaokai Ye and
               Tianyun Zhang and
               Xue Lin and
               Wenyao Xu and
               Yanzhi Wang},
  title     = {ADMM-based Weight Pruning for Real-Time Deep Learning Acceleration
               on Mobile Devices},
  booktitle = {{ACM} Great Lakes Symposium on {VLSI}},
  pages     = {501--506},
  publisher = {{ACM}},
  year      = {2019}
}
@inproceedings{DBLP:conf/icess/0001MLQW19,
  author    = {Zhe Li and
               Xiaolong Ma and
               Ji Li and
               Qinru Qiu and
               Yanzhi Wang},
  title     = {Efficient Cloud Resource Management using Neuromorphic Modeling and
               Prediction for Virtual Machine Resource Utilization},
  booktitle = {{ICESS}},
  pages     = {1--8},
  publisher = {{IEEE}},
  year      = {2019}
}
@inproceedings{DBLP:conf/iscas/WangCMLLZ19,
  author    = {Zuo Wang and
               Du Chigan and
               Xiaolong Ma and
               Guotu Liu and
               Jianbei Liu and
               Chaojie Zhao},
  title     = {Car-Following Behavior of Coach Bus Based on Naturalistic Driving
               Experiments in Urban Roads},
  booktitle = {{ISCAS}},
  pages     = {1--4},
  publisher = {{IEEE}},
  year      = {2019}
}
@inproceedings{DBLP:conf/islped/YuanMDLZJZJSW19,
  author    = {Geng Yuan and
               Xiaolong Ma and
               Caiwen Ding and
               Sheng Lin and
               Tianyun Zhang and
               Zeinab S. Jalali and
               Yilong Zhao and
               Li Jiang and
               Sucheta Soundarajan and
               Yanzhi Wang},
  title     = {An Ultra-Efficient Memristor-Based {DNN} Framework with Structured
               Weight Pruning and Quantization Using {ADMM}},
  booktitle = {{ISLPED}},
  pages     = {1--6},
  publisher = {{IEEE}},
  year      = {2019}
}
@inproceedings{DBLP:conf/isvlsi/CaiMCRLYW19,
  author    = {Ruizhe Cai and
               Xiaolong Ma and
               Olivia Chen and
               Ao Ren and
               Ning Liu and
               Nobuyuki Yoshikawa and
               Yanzhi Wang},
  title     = {{IDE} Development, Logic Synthesis and Buffer/Splitter Insertion Framework
               for Adiabatic Quantum-Flux-Parametron Superconducting Circuits},
  booktitle = {{ISVLSI}},
  pages     = {187--192},
  publisher = {{IEEE}},
  year      = {2019}
}
@inproceedings{DBLP:conf/multitemp/MaLTLZ19,
  author    = {Xiaolong Ma and
               Chengming Li and
               Xiaohua Tong and
               Sicong Liu and
               Shouzhu Zheng},
  title     = {A Novel "Ghost City" Phenomenon Identification Approach
               Based on Multi-source and Multitemporal Remote Sensing Data},
  booktitle = {MultiTemp},
  pages     = {1--4},
  publisher = {{IEEE}},
  year      = {2019}
}
@inproceedings{DBLP:conf/nanoarch/MaYLLSW19,
  author    = {Xiaolong Ma and
               Geng Yuan and
               Sheng Lin and
               Zhengang Li and
               Hao Sun and
               Yanzhi Wang},
  title     = {ResNet Can Be Pruned 60{\texttimes}: Introducing Network Purification
               and Unused Path Removal {(P-RM)} after Weight Pruning},
  booktitle = {{NANOARCH}},
  pages     = {1--2},
  publisher = {{IEEE}},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1903-09769,
  author    = {Shaokai Ye and
               Xiaoyu Feng and
               Tianyun Zhang and
               Xiaolong Ma and
               Sheng Lin and
               Zhengang Li and
               Kaidi Xu and
               Wujie Wen and
               Sijia Liu and
               Jian Tang and
               Makan Fardad and
               Xue Lin and
               Yongpan Liu and
               Yanzhi Wang},
  title     = {Progressive {DNN} Compression: {A} Key to Achieve Ultra-High Weight
               Pruning and Quantization Rates using {ADMM}},
  journal   = {CoRR},
  volume    = {abs/1903.09769},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1905-00136,
  author    = {Xiaolong Ma and
               Geng Yuan and
               Sheng Lin and
               Zhengang Li and
               Hao Sun and
               Yanzhi Wang},
  title     = {ResNet Can Be Pruned 60x: Introducing Network Purification and Unused
               Path Removal {(P-RM)} after Weight Pruning},
  journal   = {CoRR},
  volume    = {abs/1905.00136},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1905-00571,
  author    = {Wei Niu and
               Xiaolong Ma and
               Yanzhi Wang and
               Bin Ren},
  title     = {26ms Inference Time for ResNet-50: Towards Real-Time Execution of
               all DNNs on Smartphone},
  journal   = {CoRR},
  volume    = {abs/1905.00571},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1905-00789,
  author    = {Sheng Lin and
               Xiaolong Ma and
               Shaokai Ye and
               Geng Yuan and
               Kaisheng Ma and
               Yanzhi Wang},
  title     = {Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive
               {ADMM}},
  journal   = {CoRR},
  volume    = {abs/1905.00789},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1907-02124,
  author    = {Yanzhi Wang and
               Shaokai Ye and
               Zhezhi He and
               Xiaolong Ma and
               Linfeng Zhang and
               Sheng Lin and
               Geng Yuan and
               Sia Huat Tan and
               Zhengang Li and
               Deliang Fan and
               Xuehai Qian and
               Xue Lin and
               Kaisheng Ma},
  title     = {Non-structured {DNN} Weight Pruning Considered Harmful},
  journal   = {CoRR},
  volume    = {abs/1907.02124},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1907-03141,
  author    = {Ning Liu and
               Xiaolong Ma and
               Zhiyuan Xu and
               Yanzhi Wang and
               Jian Tang and
               Jieping Ye},
  title     = {AutoSlim: An Automatic {DNN} Structured Pruning Framework for Ultra-High
               Compression Rates},
  journal   = {CoRR},
  volume    = {abs/1907.03141},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1908-10017,
  author    = {Xiaolong Ma and
               Geng Yuan and
               Sheng Lin and
               Caiwen Ding and
               Fuxun Yu and
               Tao Liu and
               Wujie Wen and
               Xiang Chen and
               Yanzhi Wang},
  title     = {Tiny but Accurate: {A} Pruned, Quantized and Optimized Memristor Crossbar
               Framework for Ultra Efficient {DNN} Implementation},
  journal   = {CoRR},
  volume    = {abs/1908.10017},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1908-11691,
  author    = {Geng Yuan and
               Xiaolong Ma and
               Caiwen Ding and
               Sheng Lin and
               Tianyun Zhang and
               Zeinab S. Jalali and
               Yilong Zhao and
               Li Jiang and
               Sucheta Soundarajan and
               Yanzhi Wang},
  title     = {An Ultra-Efficient Memristor-Based {DNN} Framework with Structured
               Weight Pruning and Quantization Using {ADMM}},
  journal   = {CoRR},
  volume    = {abs/1908.11691},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1909-05073,
  author    = {Xiaolong Ma and
               Fu{-}Ming Guo and
               Wei Niu and
               Xue Lin and
               Jian Tang and
               Kaisheng Ma and
               Bin Ren and
               Yanzhi Wang},
  title     = {{PCONV:} The Missing but Desirable Sparsity in {DNN} Weight Pruning
               for Real-time Execution on Mobile Devices},
  journal   = {CoRR},
  volume    = {abs/1909.05073},
  year      = {2019}
}
@article{DBLP:journals/corr/abs-1912-05416,
  author    = {Geng Yuan and
               Xiaolong Ma and
               Sheng Lin and
               Zhengang Li and
               Caiwen Ding},
  title     = {A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed
               {DNN} Implementation},
  journal   = {CoRR},
  volume    = {abs/1912.05416},
  year      = {2019}
}
@article{DBLP:journals/access/MaSJMG18,
  author    = {Dongfang Ma and
               Bowen Sheng and
               Sheng Jin and
               Xiaolong Ma and
               Peng Gao},
  title     = {Short-Term Traffic Flow Forecasting by Selecting Appropriate Predictions
               Based on Pattern Matching},
  journal   = {{IEEE} Access},
  volume    = {6},
  pages     = {75629--75638},
  year      = {2018}
}
@article{DBLP:journals/staeors/MaTLLM18,
  author    = {Xiaolong Ma and
               Xiaohua Tong and
               Sicong Liu and
               Chengming Li and
               Zhaoting Ma},
  title     = {A Multisource Remotely Sensed Data Oriented Method for "Ghost
               City" Phenomenon Identification},
  journal   = {{IEEE} J. Sel. Top. Appl. Earth Obs. Remote. Sens.},
  volume    = {11},
  number    = {7},
  pages     = {2310--2319},
  year      = {2018}
}
@inproceedings{DBLP:conf/aaai/WangD0YLMYQTQL18,
  author    = {Yanzhi Wang and
               Caiwen Ding and
               Zhe Li and
               Geng Yuan and
               Siyu Liao and
               Xiaolong Ma and
               Bo Yuan and
               Xuehai Qian and
               Jian Tang and
               Qinru Qiu and
               Xue Lin},
  title     = {Towards Ultra-High Performance and Energy Efficiency of Deep Learning
               Systems: An Algorithm-Hardware Co-Optimization Framework},
  booktitle = {{AAAI}},
  pages     = {4235--4243},
  publisher = {{AAAI} Press},
  year      = {2018}
}
@inproceedings{DBLP:conf/edge/LiMAX18,
  author    = {Chao Li and
               Xiaolong Ma and
               Zhulin An and
               Yongjun Xu},
  title     = {A Deep Neural Network Compression Algorithm Based on Knowledge Transfer
               for Edge Device},
  booktitle = {{SEC}},
  pages     = {334--335},
  publisher = {{IEEE}},
  year      = {2018}
}
@inproceedings{DBLP:conf/glvlsi/DingRYMLLYW18,
  author    = {Caiwen Ding and
               Ao Ren and
               Geng Yuan and
               Xiaolong Ma and
               Jiayu Li and
               Ning Liu and
               Bo Yuan and
               Yanzhi Wang},
  title     = {Structured Weight Matrices-Based Hardware Accelerators in Deep Neural
               Networks: FPGAs and ASICs},
  booktitle = {{ACM} Great Lakes Symposium on {VLSI}},
  pages     = {353--358},
  publisher = {{ACM}},
  year      = {2018}
}
@inproceedings{DBLP:conf/igarss/MaTLMZ18,
  author    = {Xiaolong Ma and
               Xiaohua Tong and
               Sicong Liu and
               Zhaoting Ma and
               Shouzhu Zheng},
  title     = {An Improved Index for Desaturation of {DMSP} Nighttime Light Data},
  booktitle = {{IGARSS}},
  pages     = {1086--1089},
  publisher = {{IEEE}},
  year      = {2018}
}
@inproceedings{DBLP:conf/igarss/ZhengCLMGT18,
  author    = {Shouzhu Zheng and
               Peng Chen and
               Sicong Liu and
               Xiaolong Ma and
               Sa Gao and
               Xiaohua Tong},
  title     = {A High-Precision Elliptical Target Identification Method for Image
               Sequences},
  booktitle = {{IGARSS}},
  pages     = {3374--3377},
  publisher = {{IEEE}},
  year      = {2018}
}
@inproceedings{DBLP:conf/isqed/MaZYR0HHW18,
  author    = {Xiaolong Ma and
               Yipeng Zhang and
               Geng Yuan and
               Ao Ren and
               Zhe Li and
               Jie Han and
               Jingtong Hu and
               Yanzhi Wang},
  title     = {An area and energy efficient design of domain-wall memory-based deep
               convolutional neural networks using stochastic computing},
  booktitle = {{ISQED}},
  pages     = {314--321},
  publisher = {{IEEE}},
  year      = {2018}
}
@article{DBLP:journals/corr/abs-1802-01016,
  author    = {Xiaolong Ma and
               Yipeng Zhang and
               Geng Yuan and
               Ao Ren and
               Zhe Li and
               Jie Han and
               Jingtong Hu and
               Yanzhi Wang},
  title     = {An Area and Energy Efficient Design of Domain-Wall Memory-Based Deep
               Convolutional Neural Networks using Stochastic Computing},
  journal   = {CoRR},
  volume    = {abs/1802.01016},
  year      = {2018}
}
@article{DBLP:journals/corr/abs-1802-06402,
  author    = {Yanzhi Wang and
               Caiwen Ding and
               Zhe Li and
               Geng Yuan and
               Siyu Liao and
               Xiaolong Ma and
               Bo Yuan and
               Xuehai Qian and
               Jian Tang and
               Qinru Qiu and
               Xue Lin},
  title     = {Towards Ultra-High Performance and Energy Efficiency of Deep Learning
               Systems: An Algorithm-Hardware Co-Optimization Framework},
  journal   = {CoRR},
  volume    = {abs/1802.06402},
  year      = {2018}
}
@article{DBLP:journals/corr/abs-1804-11239,
  author    = {Caiwen Ding and
               Ao Ren and
               Geng Yuan and
               Xiaolong Ma and
               Jiayu Li and
               Ning Liu and
               Bo Yuan and
               Yanzhi Wang},
  title     = {Structured Weight Matrices-Based Hardware Accelerators in Deep Neural
               Networks: FPGAs and ASICs},
  journal   = {CoRR},
  volume    = {abs/1804.11239},
  year      = {2018}
}
@article{DBLP:journals/pr/MaZGXHLZ17,
  author    = {Xiaolong Ma and
               Xiatian Zhu and
               Shaogang Gong and
               Xudong Xie and
               Jianming Hu and
               Kin{-}Man Lam and
               Yisheng Zhong},
  title     = {Person re-identification by unsupervised video matching},
  journal   = {Pattern Recognit.},
  volume    = {65},
  pages     = {197--210},
  year      = {2017}
}
@article{DBLP:journals/remotesensing/MaTLLXL17,
  author    = {Xiaolong Ma and
               Xiaohua Tong and
               Sicong Liu and
               Xin Luo and
               Huan Xie and
               Chengming Li},
  title     = {Optimized Sample Selection in {SVM} Classification by Combining with
               DMSP-OLS, Landsat {NDVI} and GlobeLand30 Products for Extracting Urban
               Built-Up Areas},
  journal   = {Remote. Sens.},
  volume    = {9},
  number    = {3},
  pages     = {236},
  year      = {2017}
}
@article{DBLP:journals/remotesensing/LiuDTSPM17,
  author    = {Sicong Liu and
               Qian Du and
               Xiaohua Tong and
               Alim Samat and
               Haiyan Pan and
               Xiaolong Ma},
  title     = {Band Selection-Based Dimensionality Reduction for Change Detection
               in Multi-Temporal Hyperspectral Images},
  journal   = {Remote. Sens.},
  volume    = {9},
  number    = {10},
  pages     = {1008},
  year      = {2017}
}
@article{DBLP:journals/saem/GuTWM17,
  author    = {Yonggen Gu and
               Jie Tao and
               Xiaohong Wu and
               Xiaolong Ma},
  title     = {Online mechanism with latest-reservation for dynamic VMs allocation
               in private cloud},
  journal   = {Int. J. Syst. Assur. Eng. Manag.},
  volume    = {8},
  number    = {3s},
  pages     = {2009--2016},
  year      = {2017}
}
@article{DBLP:journals/tits/WangMMJ17,
  author    = {Dianhai Wang and
               Xiaolong Ma and
               Dongfang Ma and
               Sheng Jin},
  title     = {A Novel Speed-Density Relationship Model Based on the Energy Conservation
               Concept},
  journal   = {{IEEE} Trans. Intell. Transp. Syst.},
  volume    = {18},
  number    = {5},
  pages     = {1179--1189},
  year      = {2017}
}
@inproceedings{DBLP:conf/igarss/MaTLM17,
  author    = {Xiaolong Ma and
               Xiaohua Tong and
               Sicong Liu and
               Zhaoting Ma},
  title     = {Extraction of built-up areas in Chinese silk road economic belt based
               on {DMSP-OLS} data},
  booktitle = {{IGARSS}},
  pages     = {5877--5880},
  publisher = {{IEEE}},
  year      = {2017}
}
@inproceedings{DBLP:conf/micro/DingLWLLZWQBYMZ17,
  author    = {Caiwen Ding and
               Siyu Liao and
               Yanzhi Wang and
               Zhe Li and
               Ning Liu and
               Youwei Zhuo and
               Chao Wang and
               Xuehai Qian and
               Yu Bai and
               Geng Yuan and
               Xiaolong Ma and
               Yipeng Zhang and
               Jian Tang and
               Qinru Qiu and
               Xue Lin and
               Bo Yuan},
  title     = {CirCNN: accelerating and compressing deep neural networks using block-circulant
               weight matrices},
  booktitle = {{MICRO}},
  pages     = {395--408},
  publisher = {{ACM}},
  year      = {2017}
}
@inproceedings{DBLP:conf/mwscas/YuanDCMZR0W17,
  author    = {Geng Yuan and
               Caiwen Ding and
               Ruizhe Cai and
               Xiaolong Ma and
               Ziyi Zhao and
               Ao Ren and
               Bo Yuan and
               Yanzhi Wang},
  title     = {Memristor crossbar-based ultra-efficient next-generation baseband
               processors},
  booktitle = {{MWSCAS}},
  pages     = {1121--1124},
  publisher = {{IEEE}},
  year      = {2017}
}
@article{DBLP:journals/corr/abs-1708-08917,
  author    = {Caiwen Ding and
               Siyu Liao and
               Yanzhi Wang and
               Zhe Li and
               Ning Liu and
               Youwei Zhuo and
               Chao Wang and
               Xuehai Qian and
               Yu Bai and
               Geng Yuan and
               Xiaolong Ma and
               Yipeng Zhang and
               Jian Tang and
               Qinru Qiu and
               Xue Lin and
               Bo Yuan},
  title     = {CirCNN: Accelerating and Compressing Deep Neural Networks Using Block-CirculantWeight
               Matrices},
  journal   = {CoRR},
  volume    = {abs/1708.08917},
  year      = {2017}
}
@article{DBLP:journals/comsis/MaDWL16,
  author    = {Xiaolong Ma and
               Yonghui Dai and
               Ziyi Wang and
               Lanjuan Liu},
  title     = {Design of online double auction mechanism for aging sensitive commodity},
  journal   = {Comput. Sci. Inf. Syst.},
  volume    = {13},
  number    = {2},
  pages     = {579--592},
  year      = {2016}
}
@article{DBLP:journals/corr/MaZGXHLZ16,
  author    = {Xiaolong Ma and
               Xiatian Zhu and
               Shaogang Gong and
               Xudong Xie and
               Jianming Hu and
               Kin{-}Man Lam and
               Yisheng Zhong},
  title     = {Person Re-Identification by Unsupervised Video Matching},
  journal   = {CoRR},
  volume    = {abs/1611.08512},
  year      = {2016}
}
@article{DBLP:journals/ieiceee/MaYH15,
  author    = {Xiaolong Ma and
               Huaxiang Yin and
               Peizhen Hong},
  title     = {Gate-All-Around Silicon Nanowire Transistors with channel-last process
               on bulk Si substrate},
  journal   = {{IEICE} Electron. Express},
  volume    = {12},
  number    = {7},
  pages     = {20150094},
  year      = {2015}
}
@article{DBLP:journals/jvcir/MaXLZ15,
  author    = {Xiaolong Ma and
               Xudong Xie and
               Kin{-}Man Lam and
               Yisheng Zhong},
  title     = {Efficient saliency analysis based on wavelet transform and entropy
               theory},
  journal   = {J. Vis. Commun. Image Represent.},
  volume    = {30},
  pages     = {201--207},
  year      = {2015}
}
@article{DBLP:journals/jvcir/MaXLHZ15,
  author    = {Xiaolong Ma and
               Xudong Xie and
               Kin{-}Man Lam and
               Jianming Hu and
               Yisheng Zhong},
  title     = {Saliency detection based on singular value decomposition},
  journal   = {J. Vis. Commun. Image Represent.},
  volume    = {32},
  pages     = {95--106},
  year      = {2015}
}
@inproceedings{DBLP:conf/embc/MaXLXCP15,
  author    = {Xiaolong Ma and
               Guanghua Xu and
               Min Li and
               Jun Xie and
               Longting Chen and
               Wei Pei},
  title     = {Measuring cervical vertebra movements using kinect sensor},
  booktitle = {{EMBC}},
  pages     = {2771--2774},
  publisher = {{IEEE}},
  year      = {2015}
}
@inproceedings{DBLP:conf/lanman/MaZX15,
  author    = {Xiaolong Ma and
               Fanzi Zeng and
               Jisheng Xu},
  title     = {A novel energy efficient cooperative spectrum sensing scheme for cognitive
               radio sensor network based on evolutionary game},
  booktitle = {{LANMAN}},
  pages     = {1--6},
  publisher = {{IEEE}},
  year      = {2015}
}
@article{DBLP:journals/vlsi/MaXC14,
  author    = {Xiaolong Ma and
               Jiangtao Xu and
               Guican Chen},
  title     = {Improved Quantization Error Compensation Method for Fixed-Width Booth
               Multipliers},
  journal   = {{VLSI} Design},
  volume    = {2014},
  pages     = {451310:1--451310:9},
  year      = {2014}
}
@inproceedings{DBLP:conf/itsc/MaWFMJ14,
  author    = {Dongfang Ma and
               Dianhai Wang and
               Fengjie Fu and
               Xiaolong Ma and
               Sheng Jin},
  title     = {Estimation of saturation degree for lane groups at signalized intersections
               using video imaging detection data},
  booktitle = {{ITSC}},
  pages     = {774--779},
  publisher = {{IEEE}},
  year      = {2014}
}
@inproceedings{DBLP:conf/npc/WuG0TCM14,
  author    = {Xiaohong Wu and
               Yonggen Gu and
               Guoqiang Li and
               Jie Tao and
               Jingyu Chen and
               Xiaolong Ma},
  title     = {Online Mechanism Design for VMs Allocation in Private Cloud},
  booktitle = {{NPC}},
  series    = {Lecture Notes in Computer Science},
  volume    = {8707},
  pages     = {234--246},
  publisher = {Springer},
  year      = {2014}
}
@article{DBLP:journals/ieiceee/MaWXC13,
  author    = {Xiaolong Ma and
               Minshun Wu and
               Jiangtao Xu and
               Guican Chen},
  title     = {A novel delay optimization method for a critical path in {VLSI} design},
  journal   = {{IEICE} Electron. Express},
  volume    = {10},
  number    = {18},
  pages     = {20130446},
  year      = {2013}
}
@inproceedings{DBLP:conf/icassp/YuanXML13,
  author    = {Zhaojun Yuan and
               Xudong Xie and
               Xiaolong Ma and
               Kin{-}Man Lam},
  title     = {Color facial image denoising based on rpca and noisy pixel detection},
  booktitle = {{ICASSP}},
  pages     = {2449--2453},
  publisher = {{IEEE}},
  year      = {2013}
}
@inproceedings{DBLP:conf/isce/MaXLZ13,
  author    = {Xiaolong Ma and
               Xudong Xie and
               Kin{-}Man Lam and
               Yisheng Zhong},
  title     = {A new bottom-up method for saliency detection},
  booktitle = {{ISCE}},
  pages     = {97--98},
  publisher = {{IEEE}},
  year      = {2013}
}
@inproceedings{DBLP:conf/isce/MaXLZ13a,
  author    = {Xiaolong Ma and
               Xudong Xie and
               Kin{-}Man Lam and
               Yisheng Zhong},
  title     = {An efficient method for blocky and scratch noise removal},
  booktitle = {{ISCE}},
  pages     = {173--174},
  publisher = {{IEEE}},
  year      = {2013}
}
@inproceedings{DBLP:conf/itsc/MaXLZ13,
  author    = {Xiaolong Ma and
               Xudong Xie and
               Kin{-}Man Lam and
               Yi Zhang},
  title     = {Saliency analysis based on multi-scale wavelet decomposition},
  booktitle = {{ITSC}},
  pages     = {1977--1980},
  publisher = {{IEEE}},
  year      = {2013}
}
@article{DBLP:journals/tnn/MaL07,
  author    = {Xiaolong Ma and
               Konstantin Likharev},
  title     = {Global Reinforcement Learning in Neural Networks},
  journal   = {{IEEE} Trans. Neural Networks},
  volume    = {18},
  number    = {2},
  pages     = {573--577},
  year      = {2007}
}
@inproceedings{DBLP:conf/iita/LiuZLM07,
  author    = {Qiaoge Liu and
               Jie Zhou and
               Jianyu Li and
               Xiaolong Ma},
  title     = {Modeling and Analyzing Switching Cost of Service},
  booktitle = {{IITA}},
  pages     = {270--273},
  publisher = {{IEEE} Computer Society},
  year      = {2007}
}
@inproceedings{DBLP:conf/isnn/Ma07,
  author    = {Xiaolong Ma},
  title     = {An Extremely Simple Reinforcement Learning Rule for Neural Networks},
  booktitle = {{ISNN} {(1)}},
  series    = {Lecture Notes in Computer Science},
  volume    = {4491},
  pages     = {434--440},
  publisher = {Springer},
  year      = {2007}
}
@inproceedings{DBLP:conf/ijcnn/MaL06,
  author    = {Xiaolong Ma and
               Konstantin Likharev},
  title     = {Global Reinforcement Learning in Neural Networks with Stochastic Synapses},
  booktitle = {{IJCNN}},
  pages     = {47--53},
  publisher = {{IEEE}},
  year      = {2006}
}
@article{DBLP:journals/ijon/TurelLML05,
  author    = {{\"{O}}zg{\"{u}}r T{\"{u}}rel and
               Jung Hoon Lee and
               Xiaolong Ma and
               Konstantin Likharev},
  title     = {Architectures for nanoelectronic implementation of artificial neural
               networks: new results},
  journal   = {Neurocomputing},
  volume    = {64},
  pages     = {271--283},
  year      = {2005}
}
@inproceedings{DBLP:conf/nips/LeeML05,
  author    = {Jung Hoon Lee and
               Xiaolong Ma and
               Konstantin Likharev},
  title     = {{CMOL} CrossNets: Possible Neuromorphic Nanoelectronic Circuits},
  booktitle = {{NIPS}},
  pages     = {755--762},
  year      = {2005}
}
@article{DBLP:journals/ijcta/TurelLML04,
  author    = {{\"{O}}zg{\"{u}}r T{\"{u}}rel and
               Jung Hoon Lee and
               Xiaolong Ma and
               Konstantin K. Likharev},
  title     = {Neuromorphic architectures for nanoelectronic circuits},
  journal   = {Int. J. Circuit Theory Appl.},
  volume    = {32},
  number    = {5},
  pages     = {277--302},
  year      = {2004}
}
@inproceedings{DBLP:conf/esann/TurelLML04,
  author    = {{\"{O}}zg{\"{u}}r T{\"{u}}rel and
               Jung Hoon Lee and
               Xiaolong Ma and
               Konstantin Likharev},
  title     = {Architectures for Nanoelectronic Neural Networks: New Results},
  booktitle = {{ESANN}},
  pages     = {423--428},
  year      = {2004}
}
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