Xiaolong Ma - RankMe

212 papers A* 29A 9B 5C 6Misc 4Journal 125Unranked 34

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Condense, Don't Just Prune: Enhancing Efficiency and Performance in MoE Layer Pruning. Trans. Mach. Learn. Res. Mingyu Cao, Gen Li, Jie Ji, Jiaqi Zhang, Ajay Jaiswal, Li Shen, Xiaolong Ma, Shiwei Liu, Lu Yin
2026	J	`jnl`	Forget Many, Forget Right: Scalable and Precise Concept Unlearning in Diffusion Models. CoRR Kaiyuan Deng, Gen Li, Yang Xiao, Bo Hui, Xiaolong Ma
2026	J	`jnl`	Forget-It-All: Multi-Concept Machine Unlearning via Concept-Aware Neuron Masking. CoRR Kaiyuan Deng, Bo Hui, Gen Li, Jie Ji, Minghai Qin, Geng Yuan, Xiaolong Ma
2026	J	`jnl`	Fragility analysis of multiple bridges under scour conditions enabled by knowledge transferred from single bridge. Reliab. Eng. Syst. Saf. Xiaolong Ma, Wen Xiong, Dihui Zhou, C. S. Cai
2026	J	`jnl`	From Bits to Chips: An LLM-based Hardware-Aware Quantization Agent for Streamlined Deployment of LLMs. CoRR Kaiyuan Deng, Hangyu Zheng, Minghai Qing, Kunxiong Zhu, Gen Li, Yang Xiao, Lan Emily Zhang, Linke Guo, Bo Hui, Yanzhi Wang, Geng Yuan, Gagan Agrawal, Wei Niu, Xiaolong Ma
2026	A*	`conf`	From Preference to Performance: Patient-Centered Design of Multimodal Cueing in Parkinson's Disease Gait Training. CHI Xinjin Li, Wenjie Wang, Kai Wang, Houzhen Tuo, Xiaolong Ma, Xiaohui Tan, Wei Sun, Feng Tian, Xiaojuan Ma
2026	J	`jnl`	RE-TRAC: REcursive TRAjectory Compression for Deep Search Agents. CoRR Jialiang Zhu, Gongrui Zhang, Xiaolong Ma, Lin Xu, Miaosen Zhang, Ruiqi Yang, Song Wang, Kai Qiu, Zhirong Wu, Qi Dai, Ruichun Ma, Bei Liu, Yifan Yang, Chong Luo, Zhengyuan Yang, Linjie Li, Lijuan Wang, Weizhu Chen, Xin Geng, Baining Guo
2026	J	`jnl`	Roots Beneath the Cut: Uncovering the Risk of Concept Revival in Pruning-Based Unlearning for Diffusion Models. CoRR Ci Zhang, Zhaojun Ding, Chence Yang, Jun Liu, Xiaoming Zhai, Shaoyi Huang, Beiwen Li, Xiaolong Ma, Jin Lu, Geng Yuan
2026	J	`jnl`	Spatio-temporal tree attention network for forecasting traffic flow. Neurocomputing Haoran Li, Zhiqiang Lv, Zhaobin Ma, Jianbo Li, Xiaolong Ma, Dongxin Sun, Kangxin Guo, Jun Liu
2026	J	`jnl`	Your Language Model Secretly Contains Personality Subnetworks. CoRR Ruimeng Ye, Zihan Wang, Zinan Ling, Yang Xiao, Manling Li, Xiaolong Ma, Bo Hui
2026	J	`jnl`	ZO-SAM: Zero-Order Sharpness-Aware Minimization for Efficient Sparse Training. CoRR Jie Ji, Gen Li, Kaiyuan Deng, Fatemeh Afghah, Xiaolong Ma
2025	J	`jnl`	A unified DNN weight compression framework using reweighted optimization methods. Intell. Syst. Appl. Mengchen Fan, Tianyun Zhang, Xiaolong Ma, Jiacheng Guo, Zheng Zhan, Shanglin Zhou, Minghai Qin, Caiwen Ding, Baocheng Geng, Makan Fardad, Yanzhi Wang
2025	J	`jnl`	Advancing physiological time series reconstruction and imputation via mixture of receptive fields and experts fusion. CoRR Ci Zhang, Huayu Li, Changdi Yang, Jiangnan Xia, Yanzhi Wang, Xiaolong Ma, Jin Lu, Ao Li, Geng Yuan
2025	A*	`conf`	Adversarial Robust ViT-Based Automatic Modulation Recognition in Practical Deep Learning-Based Wireless Systems. SP Gen Li, ChunChih Lin, Xiaonan Zhang, Xiaolong Ma, Linke Guo
2025	J	`jnl`	Behaviors Speak More: Achieving User Authentication Leveraging Facial Activities via mmWave Sensing. GetMobile Mob. Comput. Commun. Chenxu Jiang, Sihan Yu, ChunChih Lin, Huadi Zhu, Xiaolong Ma, Ming Li, Linke Guo
2025	A	`conf`	DBA-DFL: Towards Distributed Backdoor Attacks with Network Detection in Decentralized Federated Learning. ECAI Bohan Liu, Yang Xiao, Ruimeng Ye, Zinan Ling, Xiaolong Ma, Bo Hui
2025	J	`jnl`	Diffusion-Based, Data-Assimilation-Enabled Super-Resolution of Hub-height Winds. CoRR Xiaolong Ma, Xu Dong, Ashley Tarrant, Lei Yang, Rao Kotamarthi, Jiali Wang, Feng Yan, Rajkumar Kettimuthu
2025	A	`conf`	Efficient Knowledge Graph Unlearning with Zeroth-order Information. CIKM Yang Xiao, Ruimeng Ye, Bohan Liu, Xiaolong Ma, Bo Hui
2025	J	`jnl`	Efficient Knowledge Graph Unlearning with Zeroth-order Information. CoRR Yang Xiao, Ruimeng Ye, Bohan Liu, Xiaolong Ma, Bo Hui
2025	J	`jnl`	Enabling scalable and adaptive machine learning training via serverless computing on public cloud. Perform. Evaluation Ahsan Ali, Xiaolong Ma, Syed Zawad, Paarijaat Aditya, Istemi Ekin Akkus, Ruichuan Chen, Lei Yang, Feng Yan
2025	J	`jnl`	FairSAM: Fair Classification on Corrupted Data Through Sharpness-Aware Minimization. CoRR Yucong Dai, Jie Ji, Xiaolong Ma, Yongkai Wu
2025	J	`jnl`	FedCust: Offloading hyperparameter customization for federated learning. Perform. Evaluation Syed Zawad, Xiaolong Ma, Jun Yi, Cheng Li, Minjia Zhang, Lei Yang, Feng Yan, Yuxiong He
2025	J	`jnl`	Frozen Weights as Prior for Parameter-Efficient Fine-Tuning. IEEE Access Xiaolong Ma, Peishun Liu, Haojie Gao, Zikang Yan, Ningning Ma, Wenqiang Liu, Xuefang Wang, Ruichun Tang
2025	J	`jnl`	Geometry and Force Guided Robotic Assembly With Large Initial Deviations for Electrical Connectors. IEEE Trans Autom. Sci. Eng. Zhenyu Wang, Xiangfei Li, Huan Zhao, Lingjun Shao, Xiaolong Ma, Huaiwu Zou, Han Ding
2025	J	`jnl`	LightCache: Memory-Efficient, Training-Free Acceleration for Video Generation. CoRR Yang Xiao, Gen Li, Kaiyuan Deng, Yushu Wu, Zheng Zhan, Yanzhi Wang, Xiaolong Ma, Bo Hui
2025	J	`jnl`	Modality-Aware SAM: Sharpness-Aware-Minimization Driven Gradient Modulation for Harmonized Multimodal Learning. CoRR Hossein R. Nowdeh, Jie Ji, Xiaolong Ma, Fatemeh Afghah
2025	J	`jnl`	Optimal Transport for Brain-Image Alignment: Unveiling Redundancy and Synergy in Neural Information Processing. CoRR Yang Xiao, Wang Lu, Jie Ji, Ruimeng Ye, Gen Li, Xiaolong Ma, Bo Hui
2025	J	`jnl`	OxygenREC: An Instruction-Following Generative Framework for E-commerce Recommendation. CoRR Xuegang Hao, Ming Zhang, Alex Li, Xiangyu Qian, Zhi Ma, Yanlong Zang, Shijie Yang, Zhongxuan Han, Xiaolong Ma, Jinguang Liu, Zhen Li, Zhida Jiang, Shusheng Wang, Ning Tang, Yanchen Qiao, Chenxiang Yang, Chen Sun, Jincheng Yuan, Chunhua Peng, Heng Hu, Peijun Yang, Baopeng Yuan, Caiyun Qiu, Zhaolong Xing, Haofei Yuan, Haipeng Zhang, Yuzhang Guo, Weijie Ding, Jiahua Gao, Hao Huang, Zhen Chen, Tongxuan Liu, Pinghua Gong
2025	J	`jnl`	Sculpting Memory: Multi-Concept Forgetting in Diffusion Models via Dynamic Mask and Concept-Aware Optimization. CoRR Gen Li, Yang Xiao, Jie Ji, Kaiyuan Deng, Bo Hui, Linke Guo, Xiaolong Ma
2025	J	`jnl`	TP-LSM: visual temporal pyramidal time modeling network to multi-label action detection in image-based AI. Vis. Comput. Haojie Gao, Peishun Liu, Xiaolong Ma, Zikang Yan, Ningning Ma, Wenqiang Liu, Xuefang Wang, Ruichun Tang
2025	J	`jnl`	The Right to be Forgotten in Pruning: Unveil Machine Unlearning on Sparse Models. CoRR Yang Xiao, Gen Li, Jie Ji, Ruimeng Ye, Xiaolong Ma, Bo Hui
2025	J	`jnl`	Towards Distributed Backdoor Attacks with Network Detection in Decentralized Federated Learning. CoRR Bohan Liu, Yang Xiao, Ruimeng Ye, Zinan Ling, Xiaolong Ma, Bo Hui
2025	J	`jnl`	Uncertainty-Aware Machine-Learning Framework for Predicting Dislocation Plasticity and Stress-Strain Response in FCC Alloys. CoRR Jing Luo, Yejun Gu, Yanfei Wang, Xiaolong Ma, Jaafar A El-Awady
2025	A*	`conf`	What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale. CCS Xiaoyong (Brian) Yuan, Xiaolong Ma, Linke Guo, Lan Zhang
2025	J	`jnl`	What Lurks Within? Concept Auditing for Shared Diffusion Models at Scale. CoRR Xiaoyong Yuan, Xiaolong Ma, Linke Guo, Lan Zhang
2025	A*	`conf`	Your RAG is Unfair: Exposing Fairness Vulnerabilities in Retrieval-Augmented Generation via Backdoor Attacks. EMNLP Gaurav Bagwe, Saket S. Chaturvedi, Xiaolong Ma, Xiaoyong Yuan, Kuang-Ching Wang, Lan Zhang
2025	J	`jnl`	Your RAG is Unfair: Exposing Fairness Vulnerabilities in Retrieval-Augmented Generation via Backdoor Attacks. CoRR Gaurav Bagwe, Saket S. Chaturvedi, Xiaolong Ma, Xiaoyong Yuan, Kuang-Ching Wang, Lan Zhang
2025	J	`jnl`	xGR: Efficient Generative Recommendation Serving at Scale. CoRR Qingxiao Sun, Tongxuan Liu, Shen Zhang, Siyu Wu, Peijun Yang, Haotian Liang, Menxin Li, Xiaolong Ma, Zhiwei Liang, Ziyi Ren, Minchao Zhang, Xinyu Liu, Ke Zhang, Depei Qian, Hailong Yang
2025	J	`jnl`	xLLM Technical Report. CoRR Tongxuan Liu, Tao Peng, Peijun Yang, Xiaoyang Zhao, Xiusheng Lu, Weizhe Huang, Zirui Liu, Xiaoyu Chen, Zhiwei Liang, Jun Xiong, Donghe Jin, Minchao Zhang, Jinrong Guo, Yingxu Deng, Xu Zhang, Xianzhe Dong, Siqi Wang, Siyu Wu, Yu Wu, Zihan Tang, Yuting Zeng, Yanshu Wang, Jinguang Liu, Meng Kang, Menxin Li, Yunlong Wang, Yiming Liu, Xiaolong Ma, Yifan Wang, Yichen Zhang, Jinrun Yin, Keyang Zheng, Jiawei Yin, Jun Zhang, Ziyue Wang, Xiaobo Lin, Liangyu Liu, Liwei Lan, Yang Liu, Chunhua Peng, Han Liu, Songcheng Ren, Xuezhu Wang, Yunheng Shen, Yi Wang, Guyue Liu, Hui Chen, Tong Yang, Hailong Yang, Jing Li, Guiguang Ding, Ke Zhang
2024	A*	`conf`	A Single-Step, Sharpness-Aware Minimization is All You Need to Achieve Efficient and Accurate Sparse Training. NeurIPS Jie Ji, Gen Li, Jingjing Fu, Fatemeh Afghah, Linke Guo, Xiaoyong Yuan, Xiaolong Ma
2024	A*	`conf`	Advancing Dynamic Sparse Training by Exploring Optimization Opportunities. ICML Jie Ji, Gen Li, Lu Yin, Minghai Qin, Geng Yuan, Linke Guo, Shiwei Liu, Xiaolong Ma
2024	Misc	`conf`	Behaviors Speak More: Achieving User Authentication Leveraging Facial Activities via mmWave Sensing. SenSys Chenxu Jiang, Sihan Yu, Jingjing Fu, ChunChih Lin, Huadi Zhu, Xiaolong Ma, Ming Li, Linke Guo
2024	J	`jnl`	Condense, Don't Just Prune: Enhancing Efficiency and Performance in MoE Layer Pruning. CoRR Mingyu Cao, Gen Li, Jie Ji, Jiaqi Zhang, Xiaolong Ma, Shiwei Liu, Lu Yin
2024	J	`jnl`	Data Overfitting for On-Device Super-Resolution with Dynamic Algorithm and Compiler Co-Design. CoRR Gen Li, Zhihao Shu, Jie Ji, Minghai Qin, Fatemeh Afghah, Wei Niu, Xiaolong Ma
2024	—	`conf`	Data Overfitting for On-device Super-Resolution with Dynamic Algorithm and Compiler Co-design. ECCV (67) Gen Li, Zhihao Shu, Jie Ji, Minghai Qin, Fatemeh Afghah, Wei Niu, Xiaolong Ma
2024	J	`jnl`	FlameFinder: Illuminating Obscured Fire Through Smoke With Attentive Deep Metric Learning. IEEE Trans. Geosci. Remote. Sens. Hossein Rajoli, Sahand Khoshdel, Fatemeh Afghah, Xiaolong Ma
2024	J	`jnl`	FlameFinder: Illuminating Obscured Fire through Smoke with Attentive Deep Metric Learning. CoRR Hossein Rajoli, Sahand Khoshdel, Fatemeh Afghah, Xiaolong Ma
2024	—	`conf`	HRBP: Hardware-friendly Regrouping towards Block-based Pruning for Sparse CNN Training. CPAL Haoyu Ma, Chengming Zhang, Lizhi Xiang, Xiaolong Ma, Geng Yuan, Wenkai Zhang, Shiwei Liu, Tianlong Chen, Dingwen Tao, Yanzhi Wang, Zhangyang Wang, Xiaohui Xie
2024	Misc	`conf`	Investigation of Location Problem in Logistics Centers Using ADMM Algorithm. CISIS Lili Su, Qiong Li, Xiaolong Ma, Xuan Wang
2024	J	`jnl`	MRACNN: Multi-Path Residual Asymmetric Convolution and Enhanced Local Attention Mechanism for Industrial Image Compression. Symmetry Zikang Yan, Peishun Liu, Xuefang Wang, Haojie Gao, Xiaolong Ma, Xintong Hu
2024	J	`jnl`	MalleTrain: Deep Neural Network Training on Unfillable Supercomputer Nodes. CoRR Xiaolong Ma, Feng Yan, Lei Yang, Ian T. Foster, Michael E. Papka, Zhengchun Liu, Rajkumar Kettimuthu
2024	B	`conf`	MalleTrain: Deep Neural Networks Training on Unfillable Supercomputer Nodes. ICPE Xiaolong Ma, Feng Yan, Lei Yang, Ian T. Foster, Michael E. Papka, Zhengchun Liu, Rajkumar Kettimuthu
2024	A*	`conf`	NeurRev: Train Better Sparse Neural Network Practically via Neuron Revitalization. ICLR Gen Li, Lu Yin, Jie Ji, Wei Niu, Minghai Qin, Bin Ren, Linke Guo, Shiwei Liu, Xiaolong Ma
2024	J	`jnl`	Solid-state LiDAR and IMU coupled urban road non-revisiting mapping. Int. J. Appl. Earth Obs. Geoinformation Xiaolong Ma, Chun Liu, Akram Akbar, Yuanfan Qi, Xiaohang Shao, Yihong Qiao, Xuefei Shao
2024	J	`jnl`	Unveiling the impact of heterogeneous driving behaviors on traffic flow: A mesoscale multi-agent modeling approach. Comput. Electr. Eng. Ling Wu, Zhicheng Sun, Jianbei Liu, Donghui Shan, Xiaolong Ma, Tong Zhu
2023	J	`jnl`	CAN: Context-assisted full Attention Network for brain tissue segmentation. Medical Image Anal. Zhan Li, Chunxia Zhang, Yongqin Zhang, Xiaofeng Wang, Xiaolong Ma, Hai Zhang, Songdi Wu
2023	J	`jnl`	Coupling Fairness and Pruning in a Single Run: a Bi-level Optimization Perspective. CoRR Yucong Dai, Gen Li, Feng Luo, Xiaolong Ma, Yongkai Wu
2023	A*	`conf`	Data Level Lottery Ticket Hypothesis for Vision Transformers. IJCAI Xuan Shen, Zhenglun Kong, Minghai Qin, Peiyan Dong, Geng Yuan, Xin Meng, Hao Tang, Xiaolong Ma, Yanzhi Wang
2023	—	`conf`	Dexterous Hand-Object Interaction Control Based on Adaptive Impedance Algorithm. ICIRA (3) Changqu Wu, Zhuang Wang, Yuqiu Zhang, Xiaolong Ma, Hailiang Meng, Guanjun Bao
2023	A*	`conf`	Dynamic Sparsity Is Channel-Level Sparsity Learner. NeurIPS Lu Yin, Gen Li, Meng Fang, Li Shen, Tianjin Huang, Zhangyang Wang, Vlado Menkovski, Xiaolong Ma, Mykola Pechenizkiy, Shiwei Liu
2023	J	`jnl`	Dynamic Sparsity Is Channel-Level Sparsity Learner. CoRR Lu Yin, Gen Li, Meng Fang, Li Shen, Tianjin Huang, Zhangyang Wang, Vlado Menkovski, Xiaolong Ma, Mykola Pechenizkiy, Shiwei Liu
2023	J	`jnl`	Dynamic and Real-Time Object Detection Based on Deep Learning for Home Service Robots. Sensors Yangqing Ye, Xiaolong Ma, Xuanyi Zhou, Guanjun Bao, Weiwei Wan, Shibo Cai
2023	A	`conf`	ESRU: Extremely Low-Bit and Hardware-Efficient Stochastic Rounding Unit Design for Low-Bit DNN Training. DATE Sung-En Chang, Geng Yuan, Alec Lu, Mengshu Sun, Yanyu Li, Xiaolong Ma, Zhengang Li, Yanyue Xie, Minghai Qin, Xue Lin, Zhenman Fang, Yanzhi Wang
2023	J	`jnl`	In situ temperature measurement of a deforming interface with thermoelectricity. Trans. Inst. Meas. Control Brandon Scott Taysom, Xiaolong Ma, Scott Whalen
2023	J	`jnl`	InfiniStore: Elastic Serverless Cloud Storage. Proc. VLDB Endow. Jingyuan Zhang, Ao Wang, Xiaolong Ma, Benjamin Carver, Nicholas John Newman, Ali Anwar, Lukas Rupprecht, Vasily Tarasov, Dimitrios Skourtis, Feng Yan, Yue Cheng
2023	—	`conf`	Modeling of Soft Fingertip for Precise Sliding Prediction. ICARM Jieji Yu, Xiaolong Ma, Xuanyi Zhou, Guanjun Bao
2023	A*	`conf`	Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training. AAAI Zhenglun Kong, Haoyu Ma, Geng Yuan, Mengshu Sun, Yanyue Xie, Peiyan Dong, Xin Meng, Xuan Shen, Hao Tang, Minghai Qin, Tianlong Chen, Xiaolong Ma, Xiaohui Xie, Zhangyang Wang, Yanzhi Wang
2023	A*	`conf`	Rethinking Graph Lottery Tickets: Graph Sparsity Matters. ICLR Bo Hui, Da Yan, Xiaolong Ma, Wei-Shinn Ku
2023	J	`jnl`	Rethinking Graph Lottery Tickets: Graph Sparsity Matters. CoRR Bo Hui, Da Yan, Xiaolong Ma, Wei-Shinn Ku
2023	J	`jnl`	Smart Road Stud-Empowered Vehicle Magnetic Field Distribution and Vehicle Detection. IEEE Trans. Intell. Transp. Syst. Yanli Sun, Hua Wang, Wei Quan, Xiaolong Ma, Zhimin Tao, Mireille Elhajj, Washington Yotto Ochieng
2023	—	`conf`	Soft Fingertip with Sensor Integrated for Continuous In-hand Manipulation. ICIRA (2) Xiaolong Ma, Zhenwu Guo, Yangqing Ye, Guanjun Bao
2023	J	`jnl`	Stable Prototype-Guided Single-Temporal Supervised Learning for Change Detection and Extraction of Building. IEEE Trans. Geosci. Remote. Sens. Shasha Hou, Guo Zhang, Hao Cui, Xue Li, Yujia Chen, Haifeng Li, Huabin Wang, Xiaolong Ma
2023	J	`jnl`	The Changes in Nighttime Lights Caused by the Turkey-Syria Earthquake Using NOAA-20 VIIRS Day/Night Band Data. Remote. Sens. Yuan Yuan, Congxiao Wang, Shaoyang Liu, Zuoqi Chen, Xiaolong Ma, Wei Li, Lingxian Zhang, Bailang Yu
2023	A*	`conf`	Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting. CVPR Gen Li, Jie Ji, Minghai Qin, Wei Niu, Bin Ren, Fatemeh Afghah, Linke Guo, Xiaolong Ma
2023	J	`jnl`	Towards High-Quality and Efficient Video Super-Resolution via Spatial-Temporal Data Overfitting. CoRR Gen Li, Jie Ji, Minghai Qin, Wei Niu, Bin Ren, Fatemeh Afghah, Linke Guo, Xiaolong Ma
2022	—	`conf`	BLCR: Towards Real-time DNN Execution with Block-based Reweighted Pruning. ISQED Xiaolong Ma, Geng Yuan, Zhengang Li, Yifan Gong, Tianyun Zhang, Wei Niu, Zheng Zhan, Pu Zhao, Ning Liu, Jian Tang, Xue Lin, Bin Ren, Yanzhi Wang
2022	A*	`conf`	CHEX: CHannel EXploration for CNN Model Compression. CVPR Zejiang Hou, Minghai Qin, Fei Sun, Xiaolong Ma, Kun Yuan, Yi Xu, Yen-Kuang Chen, Rong Jin, Yuan Xie, Sun-Yuan Kung
2022	J	`jnl`	CHEX: CHannel EXploration for CNN Model Compression. CoRR Zejiang Hou, Minghai Qin, Fei Sun, Xiaolong Ma, Kun Yuan, Yi Xu, Yen-Kuang Chen, Rong Jin, Yuan Xie, Sun-Yuan Kung
2022	A*	`conf`	Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets. ICML Tianlong Chen, Xuxi Chen, Xiaolong Ma, Yanzhi Wang, Zhangyang Wang
2022	J	`jnl`	Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets. CoRR Tianlong Chen, Xuxi Chen, Xiaolong Ma, Yanzhi Wang, Zhangyang Wang
2022	A*	`conf`	Effective Model Sparsification by Scheduled Grow-and-Prune Methods. ICLR Xiaolong Ma, Minghai Qin, Fei Sun, Zejiang Hou, Kun Yuan, Yi Xu, Yanzhi Wang, Yen-Kuang Chen, Rong Jin, Yuan Xie
2022	A	`conf`	FILM-QNN: Efficient FPGA Acceleration of Deep Neural Networks with Intra-Layer, Mixed-Precision Quantization. FPGA Mengshu Sun, Zhengang Li, Alec Lu, Yanyu Li, Sung-En Chang, Xiaolong Ma, Xue Lin, Zhenman Fang
2022	A	`conf`	Fault-Tolerant Deep Neural Networks for Processing-In-Memory based Autonomous Edge Systems. DATE Siyue Wang, Geng Yuan, Xiaolong Ma, Yanyu Li, Xue Lin, Bhavya Kailkhura
2022	J	`jnl`	GCFnet: Global Collaborative Fusion Network for Multispectral and Panchromatic Image Classification. IEEE Trans. Geosci. Remote. Sens. Hui Zhao, Sicong Liu, Qian Du, Lorenzo Bruzzone, Yongjie Zheng, Kecheng Du, Xiaohua Tong, Huan Xie, Xiaolong Ma
2022	J	`jnl`	GRIM: A General, Real-Time Deep Learning Inference Framework for Mobile Devices Based on Fine-Grained Structured Weight Sparsity. IEEE Trans. Pattern Anal. Mach. Intell. Wei Niu, Zhengang Li, Xiaolong Ma, Peiyan Dong, Gang Zhou, Xuehai Qian, Xue Lin, Yanzhi Wang, Bin Ren
2022	A*	`conf`	Hardware-efficient stochastic rounding unit design for DNN training: late breaking results. DAC Sung-En Chang, Geng Yuan, Alec Lu, Mengshu Sun, Yanyu Li, Xiaolong Ma, Zhengang Li, Yanyue Xie, Minghai Qin, Xue Lin, Zhenman Fang, Yanzhi Wang
2022	J	`jnl`	Non-Structured DNN Weight Pruning - Is It Beneficial in Any Platform? IEEE Trans. Neural Networks Learn. Syst. Xiaolong Ma, Sheng Lin, Shaokai Ye, Zhezhi He, Linfeng Zhang, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma, Yanzhi Wang
2022	—	`conf`	Optimizing Data Layout for Training Deep Neural Networks. WWW (Companion Volume) Bingyao Li, Qi Xue, Geng Yuan, Sheng Li, Xiaolong Ma, Yanzhi Wang, Xulong Tang
2022	J	`jnl`	Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training. CoRR Zhenglun Kong, Haoyu Ma, Geng Yuan, Mengshu Sun, Yanyue Xie, Peiyan Dong, Xin Meng, Xuan Shen, Hao Tang, Minghai Qin, Tianlong Chen, Xiaolong Ma, Xiaohui Xie, Zhangyang Wang, Yanzhi Wang
2022	J	`jnl`	Recognition of Air Passengers' Willingness to Pay for Seat Selection for Imbalanced Data Based on Improved XGBoost. Int. J. Cogn. Informatics Nat. Intell. Baiyu Hong, Xiaolong Ma, Weining Tang, Zhangguo Shen
2022	—	`conf`	SPViT: Enabling Faster Vision Transformers via Latency-Aware Soft Token Pruning. ECCV (11) Zhenglun Kong, Peiyan Dong, Xiaolong Ma, Xin Meng, Wei Niu, Mengshu Sun, Xuan Shen, Geng Yuan, Bin Ren, Hao Tang, Minghai Qin, Yanzhi Wang
2022	—	`conf`	Simulation of Model Reference Adaptive Compliance Control Based on Environmental Stiffness Parameter Identification. ICIRA (1) Huaiwu Zou, Lujiang Liu, Meng Chen, Xiaolong Ma, Haoran Tao, Bingshan Hu
2022	J	`jnl`	Sion: Elastic Serverless Cloud Storage. CoRR Jingyuan Zhang, Ao Wang, Xiaolong Ma, Benjamin Carver, Nicholas John Newman, Ali Anwar, Lukas Rupprecht, Dimitrios Skourtis, Vasily Tarasov, Feng Yan, Yue Cheng
2022	J	`jnl`	StructADMM: Achieving Ultrahigh Efficiency in Structured Pruning for DNNs. IEEE Trans. Neural Networks Learn. Syst. Tianyun Zhang, Shaokai Ye, Xiaoyu Feng, Xiaolong Ma, Kaiqi Zhang, Zhengang Li, Jian Tang, Sijia Liu, Xue Lin, Yongpan Liu, Makan Fardad, Yanzhi Wang
2022	J	`jnl`	The Lottery Ticket Hypothesis for Vision Transformers. CoRR Xuan Shen, Zhenglun Kong, Minghai Qin, Peiyan Dong, Geng Yuan, Xin Meng, Hao Tang, Xiaolong Ma, Yanzhi Wang
2022	J	`jnl`	VAQF: Fully Automatic Software-hardware Co-design Framework for Low-bit Vision Transformer. CoRR Mengshu Sun, Haoyu Ma, Guoliang Kang, Yifan Jiang, Tianlong Chen, Xiaolong Ma, Zhangyang Wang, Yanzhi Wang
2022	—	`conf`	You Already Have It: A Generator-Free Low-Precision DNN Training Framework Using Stochastic Rounding. ECCV (12) Geng Yuan, Sung-En Chang, Qing Jin, Alec Lu, Yanyu Li, Yushu Wu, Zhenglun Kong, Yanyue Xie, Peiyan Dong, Minghai Qin, Xiaolong Ma, Xulong Tang, Zhenman Fang, Yanzhi Wang
2021	J	`jnl`	A Back-Pressure-Based Model With Fixed Phase Sequences for Traffic Signal Optimization Under Oversaturated Networks. IEEE Trans. Intell. Transp. Syst. Dongfang Ma, JiaWang Xiao, Xiang Song, Xiaolong Ma, Sheng Jin
2021	J	`jnl`	A Topological-Framework to Improve Analysis of Machine Learning Model Performance. CoRR Henry Kvinge, Colby Wight, Sarah Akers, Scott Howland, WoongJo Choi, Xiaolong Ma, Luke J. Gosink, Elizabeth Jurrus, Keerti Kappagantula, Tegan H. Emerson
2021	A*	`conf`	A Unified DNN Weight Pruning Framework Using Reweighted Optimization Methods. DAC Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Caiwen Ding, Makan Fardad, Yanzhi Wang
2021	J	`jnl`	A decentralized model predictive traffic signal control method with fixed phase sequence for urban networks. J. Intell. Transp. Syst. Dongfang Ma, JiaWang Xiao, Xiaolong Ma
2021	J	`jnl`	Automatic detection of multi-crossing crack defects in multi-crystalline solar cells based on machine vision. Mach. Vis. Appl. Yongzhong Fu, Xiaolong Ma, Hang Zhou
2021	J	`jnl`	CoCoPIE: enabling real-time AI on off-the-shelf mobile devices via compression-compilation co-design. Commun. ACM Hui Guan, Shaoshan Liu, Xiaolong Ma, Wei Niu, Bin Ren, Xipeng Shen, Yanzhi Wang, Pu Zhao
2021	J	`jnl`	Corrections to "Real-Time High Realistic Web Display Method of Complex 3D Model". IEEE Access Qiong Lu, Zhizhong Wang, Haibo Chen, Chuan Xie, Xiaolong Ma, Wei Xing, Lei Zhao, Zhijie Lin
2021	J	`jnl`	Effective Model Sparsification by Scheduled Grow-and-Prune Methods. CoRR Xiaolong Ma, Minghai Qin, Fei Sun, Zejiang Hou, Kun Yuan, Yi Xu, Yanzhi Wang, Yen-Kuang Chen, Rong Jin, Yuan Xie
2021	A*	`conf`	FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator. ISCA Geng Yuan, Payman Behnam, Zhengang Li, Ali Shafiee, Sheng Lin, Xiaolong Ma, Hang Liu, Xuehai Qian, Mahdi Nazm Bojnordi, Yanzhi Wang, Caiwen Ding
2021	J	`jnl`	FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator. CoRR Geng Yuan, Payman Behnam, Zhengang Li, Ali Shafiee, Sheng Lin, Xiaolong Ma, Hang Liu, Xuehai Qian, Mahdi Nazm Bojnordi, Yanzhi Wang, Caiwen Ding
2021	J	`jnl`	GRIM: A General, Real-Time Deep Learning Inference Framework for Mobile Devices based on Fine-Grained Structured Weight Sparsity. CoRR Wei Niu, Zhengang Li, Xiaolong Ma, Peiyan Dong, Gang Zhou, Xuehai Qian, Xue Lin, Yanzhi Wang, Bin Ren
2021	J	`jnl`	Image Style Transfer Algorithm Based on Semantic Segmentation. IEEE Access Chuan Xie, Zhizhong Wang, Haibo Chen, Xiaolong Ma, Wei Xing, Lei Zhao, Wei Song, Zhijie Lin
2021	—	`conf`	Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI. ISQED Geng Yuan, Zhiheng Liao, Xiaolong Ma, Yuxuan Cai, Zhenglun Kong, Xuan Shen, Jingyan Fu, Zhengang Li, Chengming Zhang, Hongwu Peng, Ning Liu, Ao Ren, Jinhui Wang, Yanzhi Wang
2021	J	`jnl`	Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI. CoRR Geng Yuan, Zhiheng Liao, Xiaolong Ma, Yuxuan Cai, Zhenglun Kong, Xuan Shen, Jingyan Fu, Zhengang Li, Chengming Zhang, Hongwu Peng, Ning Liu, Ao Ren, Jinhui Wang, Yanzhi Wang
2021	J	`jnl`	Load-balanced Gather-scatter Patterns for Sparse Deep Neural Networks. CoRR Fei Sun, Minghai Qin, Tianyun Zhang, Xiaolong Ma, Haoran Li, Junwen Luo, Zihao Zhao, Yen-Kuang Chen, Yuan Xie
2021	J	`jnl`	Lottery Ticket Implies Accuracy Degradation, Is It a Desirable Phenomenon? CoRR Ning Liu, Geng Yuan, Zhengping Che, Xuan Shen, Xiaolong Ma, Qing Jin, Jian Ren, Jian Tang, Sijia Liu, Yanzhi Wang
2021	A*	`conf`	Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not? ICML Ning Liu, Geng Yuan, Zhengping Che, Xuan Shen, Xiaolong Ma, Qing Jin, Jian Ren, Jian Tang, Sijia Liu, Yanzhi Wang
2021	A*	`conf`	MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge. NeurIPS Geng Yuan, Xiaolong Ma, Wei Niu, Zhengang Li, Zhenglun Kong, Ning Liu, Yifan Gong, Zheng Zhan, Chaoyang He, Qing Jin, Siyue Wang, Minghai Qin, Bin Ren, Yanzhi Wang, Sijia Liu, Xue Lin
2021	J	`jnl`	MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge. CoRR Geng Yuan, Xiaolong Ma, Wei Niu, Zhengang Li, Zhenglun Kong, Ning Liu, Yifan Gong, Zheng Zhan, Chaoyang He, Qing Jin, Siyue Wang, Minghai Qin, Bin Ren, Yanzhi Wang, Sijia Liu, Xue Lin
2021	J	`jnl`	Real-Time High Realistic Web Display Method of Complex 3D Model. IEEE Access Chuan Xie, Zhizhong Wang, Haibo Chen, Xiaolong Ma, Wei Xing, Lei Zhao, Zhijie Lin
2021	J	`jnl`	SPViT: Enabling Faster Vision Transformers via Soft Token Pruning. CoRR Zhenglun Kong, Peiyan Dong, Xiaolong Ma, Xin Meng, Wei Niu, Mengshu Sun, Bin Ren, Minghai Qin, Hao Tang, Yanzhi Wang
2021	A*	`conf`	Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot? NeurIPS Xiaolong Ma, Geng Yuan, Xuan Shen, Tianlong Chen, Xuxi Chen, Xiaohan Chen, Ning Liu, Minghai Qin, Sijia Liu, Zhangyang Wang, Yanzhi Wang
2021	J	`jnl`	Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot? CoRR Xiaolong Ma, Geng Yuan, Xuan Shen, Tianlong Chen, Xuxi Chen, Xiaohan Chen, Ning Liu, Minghai Qin, Sijia Liu, Zhangyang Wang, Yanzhi Wang
2021	J	`jnl`	Sensor Embedded Soft Fingertip for Precise Manipulation and Softness Recognition. IEEE Robotics Autom. Lett. Xiaolong Ma, Yangqing Ye, Hailiang Meng, Wenbiao Wang, Weidong Wang, Guanjun Bao
2021	—	`conf`	Smooth Static Walking for Quadruped Robots based on the Lemniscate of Gerono. CASE Xiaolong Ma, Linqi Ye, Houde Liu, Xueqian Wang, Bin Liang
2021	A	`conf`	TinyADC: Peripheral Circuit-aware Weight Pruning Framework for Mixed-signal DNN Accelerators. DATE Geng Yuan, Payman Behnam, Yuxuan Cai, Ali Shafiee, Jingyan Fu, Zhiheng Liao, Zhengang Li, Xiaolong Ma, Jieren Deng, Jinhui Wang, Mahdi Nazm Bojnordi, Yanzhi Wang, Caiwen Ding
2021	—	`conf`	Toolkit for Dynamic Control Rapid Prototype Simulation System of Robots Applied in Space Experimental Cabin. ICIRA (4) Ning Li, Xiaolong Ma, Chongfeng Zhang, Huaiwu Zou, Feng Li
2021	A*	`conf`	Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices. IJCAI Xuan Shen, Geng Yuan, Wei Niu, Xiaolong Ma, Jiexiong Guan, Zhengang Li, Bin Ren, Yanzhi Wang
2021	J	`jnl`	Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices. CoRR Xuan Shen, Geng Yuan, Wei Niu, Xiaolong Ma, Jiexiong Guan, Zhengang Li, Bin Ren, Yanzhi Wang
2020	—	`conf`	A DNN Compression Framework for SOT-MRAM-based Processing-In-Memory Engine. SoCC Geng Yuan, Xiaolong Ma, Sheng Lin, Zhengang Li, Jieren Deng, Caiwen Ding
2020	J	`jnl`	A Multi-Scale Superpixel-Guided Filter Feature Extraction and Selection Approach for Classification of Very-High-Resolution Remotely Sensed Imagery. Remote. Sens. Sicong Liu, Qing Hu, Xiaohua Tong, Junshi Xia, Qian Du, Alim Samat, Xiaolong Ma
2020	J	`jnl`	A Privacy-Preserving DNN Pruning and Mobile Acceleration Framework. CoRR Zheng Zhan, Yifan Gong, Zhengang Li, Pu Zhao, Xiaolong Ma, Wei Niu, Xiaolin Xu, Bin Ren, Yanzhi Wang, Xue Lin
2020	—	`conf`	A Privacy-Preserving-Oriented DNN Pruning and Mobile Acceleration Framework. ACM Great Lakes Symposium on VLSI Yifan Gong, Zheng Zhan, Zhengang Li, Wei Niu, Xiaolong Ma, Wenhao Wang, Bin Ren, Caiwen Ding, Xue Lin, Xiaolin Xu, Yanzhi Wang
2020	J	`jnl`	A Unified DNN Weight Compression Framework Using Reweighted Optimization Methods. CoRR Tianyun Zhang, Xiaolong Ma, Zheng Zhan, Shanglin Zhou, Minghai Qin, Fei Sun, Yen-Kuang Chen, Caiwen Ding, Makan Fardad, Yanzhi Wang
2020	B	`conf`	Accelerating Sparse CNN Inference on GPUs with Performance-Aware Weight Pruning. PACT Masuma Akter Rumi, Xiaolong Ma, Yanzhi Wang, Peng Jiang
2020	—	`conf`	An Image Enhancing Pattern-Based Sparsity for Real-Time Inference on Mobile Devices. ECCV (13) Xiaolong Ma, Wei Niu, Tianyun Zhang, Sijia Liu, Sheng Lin, Hongjia Li, Wujie Wen, Xiang Chen, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang
2020	J	`jnl`	An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices. CoRR Xiaolong Ma, Wei Niu, Tianyun Zhang, Sijia Liu, Fu-Ming Guo, Sheng Lin, Hongjia Li, Xiang Chen, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang
2020	A*	`conf`	AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates. AAAI Ning Liu, Xiaolong Ma, Zhiyuan Xu, Yanzhi Wang, Jian Tang, Jieping Ye
2020	J	`jnl`	BLK-REW: A Unified Block-based DNN Pruning Framework using Reweighted Regularization Method. CoRR Xiaolong Ma, Zhengang Li, Yifan Gong, Tianyun Zhang, Wei Niu, Zheng Zhan, Pu Zhao, Jian Tang, Xue Lin, Bin Ren, Yanzhi Wang
2020	J	`jnl`	CSB-RNN: A Faster-than-Realtime RNN Acceleration Framework with Compressed Structured Blocks. CoRR Runbin Shi, Peiyan Dong, Tong Geng, Yuhao Ding, Xiaolong Ma, Hayden Kwok-Hay So, Martin C. Herbordt, Ang Li, Yanzhi Wang
2020	A	`conf`	CSB-RNN: a faster-than-realtime RNN acceleration framework with compressed structured blocks. ICS Runbin Shi, Peiyan Dong, Tong Geng, Yuhao Ding, Xiaolong Ma, Hayden Kwok-Hay So, Martin C. Herbordt, Ang Li, Yanzhi Wang
2020	—	`conf`	Database and Benchmark for Early-stage Malicious Activity Detection in 3D Printing. ASP-DAC Xiaolong Ma, Zhe Li, Hongjia Li, Qiyuan An, Qinru Qiu, Wenyao Xu, Yanzhi Wang
2020	A	`conf`	InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory Cache. FAST Ao Wang, Jingyuan Zhang, Xiaolong Ma, Ali Anwar, Lukas Rupprecht, Dimitrios Skourtis, Vasily Tarasov, Feng Yan, Yue Cheng
2020	J	`jnl`	InfiniCache: Exploiting Ephemeral Serverless Functions to Build a Cost-Effective Memory Cache. CoRR Ao Wang, Jingyuan Zhang, Xiaolong Ma, Ali Anwar, Lukas Rupprecht, Dimitrios Skourtis, Vasily Tarasov, Feng Yan, Yue Cheng
2020	A*	`conf`	PCNN: Pattern-based Fine-Grained Regular Pruning Towards Optimizing CNN Accelerators. DAC Zhanhong Tan, Jiebo Song, Xiaolong Ma, Sia Huat Tan, Hongyang Chen, Yuanqing Miao, Yifu Wu, Shaokai Ye, Yanzhi Wang, Dehui Li, Kaisheng Ma
2020	J	`jnl`	PCNN: Pattern-based Fine-Grained Regular Pruning towards Optimizing CNN Accelerators. CoRR Zhanhong Tan, Jiebo Song, Xiaolong Ma, Sia Huat Tan, Hongyang Chen, Yuanqing Miao, Yifu Wu, Shaokai Ye, Yanzhi Wang, Dehui Li, Kaisheng Ma
2020	A*	`conf`	PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-Time Execution on Mobile Devices. AAAI Xiaolong Ma, Fu-Ming Guo, Wei Niu, Xue Lin, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang
2020	A*	`conf`	PIM-Prune: Fine-Grain DCNN Pruning for Crossbar-Based Process-In-Memory Architecture. DAC Chaoqun Chu, Yanzhi Wang, Yilong Zhao, Xiaolong Ma, Shaokai Ye, Yunyan Hong, Xiaoyao Liang, Yinhe Han, Li Jiang
2020	A*	`conf`	PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning. ASPLOS Wei Niu, Xiaolong Ma, Sheng Lin, Shihao Wang, Xuehai Qian, Xue Lin, Yanzhi Wang, Bin Ren
2020	J	`jnl`	PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning. CoRR Wei Niu, Xiaolong Ma, Sheng Lin, Shihao Wang, Xuehai Qian, Xue Lin, Yanzhi Wang, Bin Ren
2020	J	`jnl`	SS-Auto: A Single-Shot, Automatic Structured Weight Pruning Framework of DNNs with Ultra-High Efficiency. CoRR Zhengang Li, Yifan Gong, Xiaolong Ma, Sijia Liu, Mengshu Sun, Zheng Zhan, Zhenglun Kong, Geng Yuan, Yanzhi Wang
2020	—	`conf`	Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation. ASP-DAC Xiaolong Ma, Geng Yuan, Sheng Lin, Caiwen Ding, Fuxun Yu, Tao Liu, Wujie Wen, Xiang Chen, Yanzhi Wang
2019	J	`jnl`	26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone. CoRR Wei Niu, Xiaolong Ma, Yanzhi Wang, Bin Ren
2019	J	`jnl`	A New Fusion Approach for Extracting Urban Built-up Areas from Multisource Remotely Sensed Data. Remote. Sens. Xiaolong Ma, Chengming Li, Xiaohua Tong, Sicong Liu
2019	—	`conf`	A Novel "Ghost City" Phenomenon Identification Approach Based on Multi-source and Multitemporal Remote Sensing Data. MultiTemp Xiaolong Ma, Chengming Li, Xiaohua Tong, Sicong Liu, Shouzhu Zheng
2019	J	`jnl`	A SOT-MRAM-based Processing-In-Memory Engine for Highly Compressed DNN Implementation. CoRR Geng Yuan, Xiaolong Ma, Sheng Lin, Zhengang Li, Caiwen Ding
2019	—	`conf`	ADMM-based Weight Pruning for Real-Time Deep Learning Acceleration on Mobile Devices. ACM Great Lakes Symposium on VLSI Hongjia Li, Ning Liu, Xiaolong Ma, Sheng Lin, Shaokai Ye, Tianyun Zhang, Xue Lin, Wenyao Xu, Yanzhi Wang
2019	A	`conf`	An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM. ISLPED Geng Yuan, Xiaolong Ma, Caiwen Ding, Sheng Lin, Tianyun Zhang, Zeinab S. Jalali, Yilong Zhao, Li Jiang, Sucheta Soundarajan, Yanzhi Wang
2019	J	`jnl`	An Ultra-Efficient Memristor-Based DNN Framework with Structured Weight Pruning and Quantization Using ADMM. CoRR Geng Yuan, Xiaolong Ma, Caiwen Ding, Sheng Lin, Tianyun Zhang, Zeinab S. Jalali, Yilong Zhao, Li Jiang, Sucheta Soundarajan, Yanzhi Wang
2019	J	`jnl`	AutoSlim: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates. CoRR Ning Liu, Xiaolong Ma, Zhiyuan Xu, Yanzhi Wang, Jian Tang, Jieping Ye
2019	C	`conf`	Car-Following Behavior of Coach Bus Based on Naturalistic Driving Experiments in Urban Roads. ISCAS Zuo Wang, Du Chigan, Xiaolong Ma, Guotu Liu, Jianbei Liu, Chaojie Zhao
2019	—	`conf`	Efficient Cloud Resource Management using Neuromorphic Modeling and Prediction for Virtual Machine Resource Utilization. ICESS Zhe Li, Xiaolong Ma, Ji Li, Qinru Qiu, Yanzhi Wang
2019	—	`conf`	IDE Development, Logic Synthesis and Buffer/Splitter Insertion Framework for Adiabatic Quantum-Flux-Parametron Superconducting Circuits. ISVLSI Ruizhe Cai, Xiaolong Ma, Olivia Chen, Ao Ren, Ning Liu, Nobuyuki Yoshikawa, Yanzhi Wang
2019	J	`jnl`	Non-structured DNN Weight Pruning Considered Harmful. CoRR Yanzhi Wang, Shaokai Ye, Zhezhi He, Xiaolong Ma, Linfeng Zhang, Sheng Lin, Geng Yuan, Sia Huat Tan, Zhengang Li, Deliang Fan, Xuehai Qian, Xue Lin, Kaisheng Ma
2019	J	`jnl`	PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices. CoRR Xiaolong Ma, Fu-Ming Guo, Wei Niu, Xue Lin, Jian Tang, Kaisheng Ma, Bin Ren, Yanzhi Wang
2019	J	`jnl`	Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM. CoRR Shaokai Ye, Xiaoyu Feng, Tianyun Zhang, Xiaolong Ma, Sheng Lin, Zhengang Li, Kaidi Xu, Wujie Wen, Sijia Liu, Jian Tang, Makan Fardad, Xue Lin, Yongpan Liu, Yanzhi Wang
2019	J	`jnl`	ResNet Can Be Pruned 60x: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning. CoRR Xiaolong Ma, Geng Yuan, Sheng Lin, Zhengang Li, Hao Sun, Yanzhi Wang
2019	—	`conf`	ResNet Can Be Pruned 60×: Introducing Network Purification and Unused Path Removal (P-RM) after Weight Pruning. NANOARCH Xiaolong Ma, Geng Yuan, Sheng Lin, Zhengang Li, Hao Sun, Yanzhi Wang
2019	J	`jnl`	Research on user acceptance behaviour of mobile group intelligent sensing applications based on UTAUT. Int. J. Embed. Syst. Xiaolong Ma, Yonghui Dai, Weining Tang, Guowei Li, Shengqi Lu
2019	J	`jnl`	Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation. CoRR Xiaolong Ma, Geng Yuan, Sheng Lin, Caiwen Ding, Fuxun Yu, Tao Liu, Wujie Wen, Xiang Chen, Yanzhi Wang
2019	J	`jnl`	Toward Extremely Low Bit and Lossless Accuracy in DNNs with Progressive ADMM. CoRR Sheng Lin, Xiaolong Ma, Shaokai Ye, Geng Yuan, Kaisheng Ma, Yanzhi Wang
2018	Misc	`conf`	A Deep Neural Network Compression Algorithm Based on Knowledge Transfer for Edge Device. SEC Chao Li, Xiaolong Ma, Zhulin An, Yongjun Xu
2018	C	`conf`	A High-Precision Elliptical Target Identification Method for Image Sequences. IGARSS Shouzhu Zheng, Peng Chen, Sicong Liu, Xiaolong Ma, Sa Gao, Xiaohua Tong
2018	J	`jnl`	A Multisource Remotely Sensed Data Oriented Method for "Ghost City" Phenomenon Identification. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Xiaolong Ma, Xiaohua Tong, Sicong Liu, Chengming Li, Zhaoting Ma
2018	J	`jnl`	An Area and Energy Efficient Design of Domain-Wall Memory-Based Deep Convolutional Neural Networks using Stochastic Computing. CoRR Xiaolong Ma, Yipeng Zhang, Geng Yuan, Ao Ren, Zhe Li, Jie Han, Jingtong Hu, Yanzhi Wang
2018	C	`conf`	An Improved Index for Desaturation of DMSP Nighttime Light Data. IGARSS Xiaolong Ma, Xiaohua Tong, Sicong Liu, Zhaoting Ma, Shouzhu Zheng
2018	—	`conf`	An area and energy efficient design of domain-wall memory-based deep convolutional neural networks using stochastic computing. ISQED Xiaolong Ma, Yipeng Zhang, Geng Yuan, Ao Ren, Zhe Li, Jie Han, Jingtong Hu, Yanzhi Wang
2018	J	`jnl`	Short-Term Traffic Flow Forecasting by Selecting Appropriate Predictions Based on Pattern Matching. IEEE Access Dongfang Ma, Bowen Sheng, Sheng Jin, Xiaolong Ma, Peng Gao
2018	—	`conf`	Structured Weight Matrices-Based Hardware Accelerators in Deep Neural Networks: FPGAs and ASICs. ACM Great Lakes Symposium on VLSI Caiwen Ding, Ao Ren, Geng Yuan, Xiaolong Ma, Jiayu Li, Ning Liu, Bo Yuan, Yanzhi Wang
2018	J	`jnl`	Structured Weight Matrices-Based Hardware Accelerators in Deep Neural Networks: FPGAs and ASICs. CoRR Caiwen Ding, Ao Ren, Geng Yuan, Xiaolong Ma, Jiayu Li, Ning Liu, Bo Yuan, Yanzhi Wang
2018	A*	`conf`	Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework. AAAI Yanzhi Wang, Caiwen Ding, Zhe Li, Geng Yuan, Siyu Liao, Xiaolong Ma, Bo Yuan, Xuehai Qian, Jian Tang, Qinru Qiu, Xue Lin
2018	J	`jnl`	Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework. CoRR Yanzhi Wang, Caiwen Ding, Zhe Li, Geng Yuan, Siyu Liao, Xiaolong Ma, Bo Yuan, Xuehai Qian, Jian Tang, Qinru Qiu, Xue Lin
2017	J	`jnl`	A Novel Speed-Density Relationship Model Based on the Energy Conservation Concept. IEEE Trans. Intell. Transp. Syst. Dianhai Wang, Xiaolong Ma, Dongfang Ma, Sheng Jin
2017	J	`jnl`	Band Selection-Based Dimensionality Reduction for Change Detection in Multi-Temporal Hyperspectral Images. Remote. Sens. Sicong Liu, Qian Du, Xiaohua Tong, Alim Samat, Haiyan Pan, Xiaolong Ma
2017	J	`jnl`	CirCNN: Accelerating and Compressing Deep Neural Networks Using Block-CirculantWeight Matrices. CoRR Caiwen Ding, Siyu Liao, Yanzhi Wang, Zhe Li, Ning Liu, Youwei Zhuo, Chao Wang, Xuehai Qian, Yu Bai, Geng Yuan, Xiaolong Ma, Yipeng Zhang, Jian Tang, Qinru Qiu, Xue Lin, Bo Yuan
2017	A*	`conf`	CirCNN: accelerating and compressing deep neural networks using block-circulant weight matrices. MICRO Caiwen Ding, Siyu Liao, Yanzhi Wang, Zhe Li, Ning Liu, Youwei Zhuo, Chao Wang, Xuehai Qian, Yu Bai, Geng Yuan, Xiaolong Ma, Yipeng Zhang, Jian Tang, Qinru Qiu, Xue Lin, Bo Yuan
2017	C	`conf`	Extraction of built-up areas in Chinese silk road economic belt based on DMSP-OLS data. IGARSS Xiaolong Ma, Xiaohua Tong, Sicong Liu, Zhaoting Ma
2017	—	`conf`	Memristor crossbar-based ultra-efficient next-generation baseband processors. MWSCAS Geng Yuan, Caiwen Ding, Ruizhe Cai, Xiaolong Ma, Ziyi Zhao, Ao Ren, Bo Yuan, Yanzhi Wang
2017	J	`jnl`	Online mechanism with latest-reservation for dynamic VMs allocation in private cloud. Int. J. Syst. Assur. Eng. Manag. Yonggen Gu, Jie Tao, Xiaohong Wu, Xiaolong Ma
2017	J	`jnl`	Optimized Sample Selection in SVM Classification by Combining with DMSP-OLS, Landsat NDVI and GlobeLand30 Products for Extracting Urban Built-Up Areas. Remote. Sens. Xiaolong Ma, Xiaohua Tong, Sicong Liu, Xin Luo, Huan Xie, Chengming Li
2017	J	`jnl`	Person re-identification by unsupervised video matching. Pattern Recognit. Xiaolong Ma, Xiatian Zhu, Shaogang Gong, Xudong Xie, Jianming Hu, Kin-Man Lam, Yisheng Zhong
2016	J	`jnl`	Design of online double auction mechanism for aging sensitive commodity. Comput. Sci. Inf. Syst. Xiaolong Ma, Yonghui Dai, Ziyi Wang, Lanjuan Liu
2016	J	`jnl`	Person Re-Identification by Unsupervised Video Matching. CoRR Xiaolong Ma, Xiatian Zhu, Shaogang Gong, Xudong Xie, Jianming Hu, Kin-Man Lam, Yisheng Zhong
2015	C	`conf`	A novel energy efficient cooperative spectrum sensing scheme for cognitive radio sensor network based on evolutionary game. LANMAN Xiaolong Ma, Fanzi Zeng, Jisheng Xu
2015	J	`jnl`	Efficient saliency analysis based on wavelet transform and entropy theory. J. Vis. Commun. Image Represent. Xiaolong Ma, Xudong Xie, Kin-Man Lam, Yisheng Zhong
2015	J	`jnl`	Gate-All-Around Silicon Nanowire Transistors with channel-last process on bulk Si substrate. IEICE Electron. Express Xiaolong Ma, Huaxiang Yin, Peizhen Hong
2015	—	`conf`	Measuring cervical vertebra movements using kinect sensor. EMBC Xiaolong Ma, Guanghua Xu, Min Li, Jun Xie, Longting Chen, Wei Pei
2015	J	`jnl`	Saliency detection based on singular value decomposition. J. Vis. Commun. Image Represent. Xiaolong Ma, Xudong Xie, Kin-Man Lam, Jianming Hu, Yisheng Zhong
2014	—	`conf`	Estimation of saturation degree for lane groups at signalized intersections using video imaging detection data. ITSC Dongfang Ma, Dianhai Wang, Fengjie Fu, Xiaolong Ma, Sheng Jin
2014	J	`jnl`	Improved Quantization Error Compensation Method for Fixed-Width Booth Multipliers. VLSI Design Xiaolong Ma, Jiangtao Xu, Guican Chen
2014	C	`conf`	Online Mechanism Design for VMs Allocation in Private Cloud. NPC Xiaohong Wu, Yonggen Gu, Guoqiang Li, Jie Tao, Jingyu Chen, Xiaolong Ma
2013	—	`conf`	A new bottom-up method for saliency detection. ISCE Xiaolong Ma, Xudong Xie, Kin-Man Lam, Yisheng Zhong
2013	J	`jnl`	A novel delay optimization method for a critical path in VLSI design. IEICE Electron. Express Xiaolong Ma, Minshun Wu, Jiangtao Xu, Guican Chen
2013	—	`conf`	An efficient method for blocky and scratch noise removal. ISCE Xiaolong Ma, Xudong Xie, Kin-Man Lam, Yisheng Zhong
2013	Misc	`conf`	Color facial image denoising based on rpca and noisy pixel detection. ICASSP Zhaojun Yuan, Xudong Xie, Xiaolong Ma, Kin-Man Lam
2013	—	`conf`	Saliency analysis based on multi-scale wavelet decomposition. ITSC Xiaolong Ma, Xudong Xie, Kin-Man Lam, Yi Zhang
2007	—	`conf`	An Extremely Simple Reinforcement Learning Rule for Neural Networks. ISNN (1) Xiaolong Ma
2007	J	`jnl`	Global Reinforcement Learning in Neural Networks. IEEE Trans. Neural Networks Xiaolong Ma, Konstantin Likharev
2007	—	`conf`	Modeling and Analyzing Switching Cost of Service. IITA Qiaoge Liu, Jie Zhou, Jianyu Li, Xiaolong Ma
2006	B	`conf`	Global Reinforcement Learning in Neural Networks with Stochastic Synapses. IJCNN Xiaolong Ma, Konstantin Likharev
2005	J	`jnl`	Architectures for nanoelectronic implementation of artificial neural networks: new results. Neurocomputing Özgür Türel, Jung Hoon Lee, Xiaolong Ma, Konstantin Likharev
2005	—	`conf`	CMOL CrossNets: Possible Neuromorphic Nanoelectronic Circuits. NIPS Jung Hoon Lee, Xiaolong Ma, Konstantin Likharev
2004	B	`conf`	Architectures for Nanoelectronic Neural Networks: New Results. ESANN Özgür Türel, Jung Hoon Lee, Xiaolong Ma, Konstantin Likharev
2004	B	`conf`	Nanoelectronic neuromorphic networks (CrossNets): new results. IJCNN Özgür Türel, Jung Hoon Lee, Xiaolong Ma, Konstantin K. Likharev
2004	J	`jnl`	Neuromorphic architectures for nanoelectronic circuits. Int. J. Circuit Theory Appl. Özgür Türel, Jung Hoon Lee, Xiaolong Ma, Konstantin K. Likharev