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Chao Wang
,
Chunxiao Jiang
,
Jingjing Wang
,
Shigen Shen
,
Song Guo
,
Peiying Zhang
(2022).
Blockchain Aided Network Resource Orchestration in Intelligent Internet of Things
. IOTJ (JCR-Q1).
Yanjun Liu
,
Hongwei Li
,
Meng Hao
,
Song Guo
(2022).
Fast Secure Aggregation for Privacy-Preserving Federated Learning
. In “
Globecom
”.
Xinyuan Qian
,
Hongwei Li
,
Meng Hao
,
Shuai Yuan
,
Xilin Zhang
,
Song Guo
(2022).
CryptoFE: Practical and Privacy-Preserving Federated Learning via Functional Encryption
. In “
Globecom
”.
Yongkang Gong
,
Haipeng Yao
,
Zehui Xiong
,
Song Guo
,
F. Richard Yu
,
Dusit Niyato
(2022).
Computation Offloading and Energy Harvesting Schemes for Sum Rate Maximization in SAG Networks
. In “
Globecom
”.
Weiqing Ren
,
Yuben Qu
,
Chao Dong
,
Yuqian Jing
,
Hao Sun
,
Qihui Wu
,
Song Guo
(2022).
A Survey on Collaborative DNN Inference for Edge Intelligence
.
Springer Machine Intelligence Research
.
Ziming Liu
,
Song Guo
,
Jingcai Guo
,
Yuanyuan Xu
,
Fushuo Huo
(2022).
Towards Unbiased Multi-label Zero-Shot Learning with Pyramid and Semantic Attention
. TMM (CCF-B).
Qihua Zhou
,
Song Guo
,
Yi Liu
,
Jie Zhang
,
Jiewei Zhang
,
Tao Guo
,
Zhenda Xu
,
Zhihao Qu
(2022).
Hierarchical Channel-spatial Encoding for Communication-efficient Collaborative Learning
. In “
NeurIPS
(CCF-A)”.
Enyuan Zhou
,
Zicong Hong
,
Yang Xiao
,
Dongxiao Zhao
,
Qingqi Pei
,
Song Guo
(2022).
MSTDB- A Hybrid Storage-empowered Scalable Semantic Blockchain Database
. TKDE (CCF-A).
Jing Li
,
Song Guo
,
Weifa Liang
,
Quan Chen
,
Zichuan Xu
,
Wenzheng Xu
(2022).
SFC-Enabled Reliable Service Provisioning in Mobile Edge Computing via Digital Twins
. In “
MASS
”.
Chuntao Ding
,
Yidong Li
,
Zhichao Lu
,
Shangguang Wang
,
Song Guo
(2022).
A Resource-Efficient Feature Extraction Framework for Image Processing in IoT Devices
. TMC (CCF-A).
Zhenda Xu
,
Jiazi Ouyang
,
Qiang Gao
,
Aiqian Gan
,
Qihua Zhou
,
Jiahao Hu
,
and Song Guo
(2022).
2D Photogrammetry Image of Adolescent Idiopathic Scoliosis Screening Using Deep Learning
. In “
ISBRA
”.
Zijing Ma
,
Shigeng Zhang
,
Jia Liu
,
Xuan Liu
,
Weiping Wang
,
Jianxin Wang
,
Song Guo
(2022).
RF-Siamese: Approaching Accurate RFID Gesture Recognition With One Sample
. TMC (CCF-A).
Haifeng Sun
,
Zhiyi Gui
,
Song Guo
,
Qi Qi
,
Jingyu Wang
,
Jianxi Liao
(2022).
GSSP: Eliminating Stragglers through Grouping Synchronous for Distributed Deep Learning in Heterogeneous Cluster
. TCC (JCR-Q1).
PDF
Cite
DOI
Yuchen Li
,
Weifa Liang
,
Jing Li
,
Xiuzhen Cheng
,
Dongxiao Yu
,
Albert Zomaya
,
Song Guo
(2022).
Energy-Constrained D2D Assisted Federated Learning in Edge Computing
. In “
MSWiM
”.
Yuxia Sun
,
Jiefeng Fang
,
Yanjia Chen
,
Yepang Liu
,
Zhao Chen
,
Song Guo
,
Xinkai Chen
,
Ziyuan Tan
(2022).
Energy Inefficiency Diagnosis for Android Applications: A Literature Review
.
Frontiers of Computer Science
.
DOI
Shigeng Zhang
,
Zijing Ma
,
Chengwei Yang
,
Xuan Liu
,
Xiaoyan Kui
,
Weiping Wang
,
Jianxin Wang
,
Song Guo
(2022).
Real-time and Accurate Gesture Recognition with Commercial RFID Devices
. TMC (CCF-A).
A-Long Jin
,
Wenchao Xu
,
Song Guo
,
Bing Hu
,
Kwan Yeung
(2022).
PS+: A Simple yet Effective Framework for Fast Training on Parameter Server
. TC (CCF-A).
Xianzhi Zhang
,
Yipeng Zhou
,
Di Wu
,
Miao Hu
,
Xi Zheng
,
Min Chen
,
Song Guo
(2022).
Optimizing Video Caching at the Edge: A Hybrid Multi-Point Process Approach
. TPDS (CCF-A).
PDF
Cite
DOI
Xiaojie Wang
,
Zhaolong Ning
,
Song Guo
,
Miaowen Wen
,
Vincent Poor
(2022).
Minimizing the Age-of-Critical-Information: An Imitation Learning-based Scheduling Approach Under Partial Observations
. TMC (CCF-A).
PDF
Cite
DOI
Shigeng Zhang
,
Zijing Ma
,
Kaixuan Lu
,
Xuan Liu
,
Jia Liu
,
Song Guo
,
Albert Y. Zomaya
,
Jian Zhang
,
Jianxin Wang
(2022).
HearMe: Accurate and Real-time Lip Reading based on Commercial RFID Devices
. TMC (CCF-A).
Leijie Wu
,
Song Guo
,
Junxiao Wang
,
Zicong Hong
,
Jie Zhang
,
Yaohong Ding
(2022).
Federated Unlearning: Guarantee the Right of Clients to Forget
.
IEEE Network (JCR-Q1)
.
Huawei Huang
,
Zhengyu Yue
,
Xiaowen Peng
,
Liuding He
,
Wuhui Chen
,
Hong-Ning Dai
,
Zibin Zheng
,
Song Guo
(2022).
Elastic Resource Allocation against Imbalanced Transaction Assignments in Sharding-based Permissioned Blockchains
. TPDS (CCF-A).
PDF
Cite
DOI
Jing Li
,
Weifa Liang
,
Wenzheng Xu
,
Zichuan Xu
,
Xiaohua Jia
,
Albert Y. Zomaya
,
Song Guo
(2022).
Budget-Aware User Satisfaction Maximization on Service Provisioning in Mobile Edge Computing
. TMC (CCF-A).
Tianle Mai
,
Haipeng Yao
,
Jiaqi Xu
,
Ni Zhang
,
Qifeng Liu
,
Song Guo
(2022).
Automatic DoubleAuction Mechanism for Federated Learning Service Market in Internet of Things
. TNSE (JCR-Q1).
Canlin Li
,
Huawei Huang
,
Yetong Zhao
,
Xiaowen Peng
,
Ruijie Yang
,
Zibin Zheng
,
Song Guo
(2022).
Achieving Scalability and Load Balance across Blockchain Shards for State Sharding
. In “
SRDS
(CCF-B)”.
Rongxin Han
,
Dezhi Chen
,
Song Guo
,
Xiaoyuan Fu
,
Jingyu Wang
,
Qi Qi
,
Jianxin Liao
(2022).
Parallel Network Slicing for Multi-SP Services
. In “
ICPP
(CCF-B)”.
Xiaojie Wang
,
Zhaolong Ning
,
Lei Guo
,
Song Guo
,
Xinbo Gao
(2022).
Towards Predictive Forwarding Strategy in Vehicular Named Data Networking
. TPDS (CCF-A).
DOI
Jun Du
,
Chunxiao Jiang
,
Abderrahim Benslimane
,
Song Guo
,
Yong Ren
(2022).
SDN-based Resource Allocation in Edge and Cloud Computing Systems: An Evolutionary Stackelberg Differential Game Approach
. TNET (CCF-A).
PDF
Cite
DOI
Zhuwei Wang
,
Senfan Jin
,
Chao Fang
,
Lihan Liu
,
Meng Li
,
Song Guo
(2022).
Design of Intelligent Connected Cruise Control with Vehicle-to-Vehicle Communication Delays
. TVT (CCF-B).
DOI
Yanjie Dong
,
Haijun Zhang
,
Jianqiang Li
,
F. Richard Yu
,
Song Guo
,
Victor C. M. Leung
(2022).
An Online Zero-Forcing Precoder for Weighted Sum-Rate Maximization in Green CoMP Systems
. TWC (CCF-B).
PDF
Cite
DOI
Xin Xie
,
Xiulong Liu
,
Heng Qi
,
Song Guo
,
Keqiu Li
(2022).
A Tag-correlation-based Approach to Fast Identification of Group Tags
. TMC (CCF-A).
PDF
Cite
DOI
Xueyang Tang
,
Song Guo
,
Jingcai Guo
(2022).
Personalized Federated Learning with Contextualized Generalization
. In “
IJCAI-ECAI
(CCF-A)”.
Rui Zhang
,
Song Guo
,
Junxiao Wang
,
Xin Xie
,
Dacheng Tao
(2022).
A Survey on Gradient Inversion: Attacks, Defenses and Future Directions
. In “
IJCAI-ECAI
(CCF-A)”.
Leijie Wu
,
Song Guo
,
Yi Liu
,
Zicong Hong
,
Yufeng Zhan
,
Wenchao Xu
(2022).
Sustainable Federated Learning with Long-term Online VCG Auction Mechanism
. In “
ICDCS
(CCF-B)”.
Feijie Wu
,
Shiqi He
,
Song Guo
,
Zhihao Qu
,
Haozhao Wang
,
Weihua Zhuang
,
Jie Zhang
(2022).
Sign Bit is Enough: A Learning Synchronization Framework for Multi-hop All-reduce with Ultimate Compression
. In “
DAC
(CCF-A)”.
Quan Chen
,
Song Guo
,
Wenchao Xu
,
Zhipeng Cai
,
Lianglun Cheng
,
Hong Gao
(2022).
AoI Minimization Charging at Wireless-Powered Network Edge
. In “
ICDCS
(CCF-B)”.
Zicong Hong
,
Song Guo
,
Peng Li
(2022).
Scaling Blockchain via Layered Sharding
. JSAC (CCF-A).
Zeyu Qin
,
Haipeng Yao
,
Tianle Mai
,
Di Wu
,
Ni Zhang
,
Song Guo
(2022).
Multi-Agent Reinforcement Learning Aided Computation Offloading in Aerial Computing for the Internet-of-Things
. TSC (JCR-Q1).
Xiaojie Wang
,
Zhaolong Ning
,
Lei Guo
,
Song Guo
,
Xinbo Gao
,
Guoyin Wang
(2022).
Mean-Field Learning for Edge Computing in Mobile Blockchain Networks
. TMC (CCF-A).
DOI
Haojun Teng
,
Zhetao Li
,
Kun Cao
,
Saiqin Long
,
Song Guo
,
Anfeng Liu
(2022).
Game Theoretical Task Offloading for Profit Maximization in Mobile Edge Computing
. TMC (CCF-A).
DOI
Yuxuan Liang
,
Chen Li
,
Jin Zhao
,
Yangqing Zeng
,
Hang Hu
,
Yu Zhang
,
Fubing Mao
,
Xiaofei Liao
,
Ji Zhang
,
Lin Gu
,
Song Guo
,
Hai Jin
,
Haikun Liu
,
Biao Wang,
(2022).
EGraph: Efficient Concurrent GPU-based Large-scale Dynamic Graph Processing
. TKDE (CCF-A).
DOI
Xin Xie
,
Xiulong Liu
,
Junxiao Wang
,
Song Guo
,
Heng Qi
,
Keqiu Li
(2022).
Efficient Integrity Authentication Scheme for Large-scale RFID Systems
. TMC (CCF-A).
Yuepeng Li
,
Deze Zeng
,
Lin Gu
,
Quan Chen
,
Song Guo
,
Albert Zomaya
,
Minyi Guo
(2022).
Efficient and Secure Deep Learning Inference in Trusted Processor enabled Edge Clouds
. TPDS (CCF-A).
Jie Zhang
,
Song Guo
,
Zhihao Qu
,
Deze Zeng
,
Haozhao Wang
,
Qifeng Liu
,
Albert Zomaya
(2022).
Adaptive Vertical Federated Learning on Unbalanced Features
. TPDS (CCF-A).
DOI
Fahao Chen
,
Peng Li
,
Celimuge Wu
,
Song Guo
(2022).
Hare- Exploiting Inter-job and Intra-job Parallelism of Distributed Machine Learning on Heterogeneous GPUs
. In “
HPDC
(CCF-B)”.
Zicong Hong
,
Song Guo
,
Rui Zhang
,
Peng Li
,
Yufeng Zhan
,
Wuhui Cheng
(2022).
CYCLE: Sustainable Off-Chain Payment Channel Network with Asynchronous Rebalancing
. In “
DSN
(CCF-B)”.
Xiaosong Ma
,
Jie Zhang
,
Song Guo
,
Wenchao Xu
(2022).
Layer-wised Model Aggregation for Personalized Federated Learning
. In “
CVPR
(CCF-A)”.
Yuepeng Li
,
Deze Zeng
,
Lin Gu
,
Kun Wang
,
Song Guo
(2022).
On the Joint Optimization of Function Assignment and Communication Scheduling toward Performance Efficient Serverless Edge Computing
. In “
IWQoS
”.
Yanjie Dong
,
Haijun Zhang
,
Jianqiang Li
,
F. Richard Yu
,
Song Guo
,
Victor C. M. Leung
(2022).
An Online Throughput Maximization for Green Coordinated Multi-piont System
. In “
ICASSP
(CCF-B)”.
Junxiao Wang
,
Song Guo
,
Xin Xie
,
Heng Qi
(2022).
Protect Privacy from Gradient Leakage Attack in Federated Learning
. In “
INFOCOM
(CCF-A)”.
Huawei Huang
,
Xiaowen Peng
,
Jianzhou Zhan
,
Shenyang Zhang
,
Yue Lin
,
Zibin Zheng
,
Song Guo
(2022).
BrokerChain: A Cross-Shard Blockchain Protocol for Account/Balance-based State Sharding
. In “
INFOCOM
(CCF-A)”.
Junxiao Wang
,
Song Guo
,
Xin Xie
,
Heng Qi
(2022).
Federated Unlearning via Class-Discriminative Pruning
. In “
WWW
(CCF-A)”.
Chang Liu
,
Shaoyong Guo
,
Song Guo
,
Yong Yan
,
Xuesong Qiu
,
Suxiang Zhang
(2022).
LTSM: Lightweight and Trusted Sharing Mechanism of IoT Data in Smart City
. IoTJ (JCR-Q1).
PDF
DOI
Yufeng Zhan
,
Peng Li
,
Leijie Wu
,
Song Guo
(2022).
L4L: Experience-Driven Computational Resource Control in Federated Learning
. TC (CCF-A).
PDF
Cite
DOI
Haozhao Wang
,
Zhihao Qu
,
Song Guo
,
Xin Gao
,
Ruixuan Li
,
Baoliu Ye
(2022).
Intermittent Pulling with Local Compensation for Communication-Efficient Distributed Learning
. TETC.
Haozhao Wang
,
Song Guo
,
Bin Tang
,
Ruixuan Li
,
Yutong Yang
,
Zhihao Qu
,
Yi Wang
(2022).
Heterogeneity-aware Gradient Coding for Tolerating and Leveraging Stragglers
. TC (CCF-A).
PDF
Cite
DOI
Xuan Song
,
Haoran Zhang
,
Rajendra Akerkar
,
Huawei Huang
,
Song Guo
,
Lei Zhong
,
Yusheng Ji
,
Andreas L. Opdahl
,
Hemant Purohit
,
Andre Skupin
,
Akshay Pottathil
,
Aron Culotta
(2022).
Big Data and Emergency Management: Concepts, Methodologies, and Applications
. TBDATA.
PDF
Cite
DOI
Junxia Wang
,
Jiangtao Luo
,
Yongyi Ran
,
Junchao Yang
,
Kai Liu
,
Song Guo
(2022).
Towards Predictive Forwarding Strategy in Vehicular Named Data Networking
. TVT (JCR-Q1).
Cite
Xuan Liu
,
Xinning Chen
,
Qiuying Yang
,
Shigeng Zhang
,
Song Guo
,
Juan Luo
,
Kenli Li
(2022).
More Than Scheduling: Novel and Efficient Coordination Algorithms for Multiple readers in RFID Systems
. TMC (CCF-A).
PDF
Cite
DOI
Kaimin Wei
,
Kai Huang
,
Yongdong Wu
,
Zhetao Li
,
Hongliang He
,
Jilian Zhang
,
Jinpeng Chen
,
Song Guo
(2022).
High Performance UAV Crowdsensing: A Deep Reinforcement Learning Approach
. IOTJ (JCR-Q1).
Haozhao Wang
,
Ruixuan Li
,
Chengjie Li
,
Pan Zhou
,
Yuhua Li
,
Wenchao Xu
,
Song Guo
(2022).
Gradient Scheduling with Global Momentum for Asynchronous Federated Learning in Edge Environment
. IoTJ (JCR-Q1).
Cite
Yongkang Gong
,
Haipeng Yao
,
Jingjing Wang
,
Maozhen Li
,
Song Guo
(2022).
Edge Intelligence-driven Joint Offloading and Resource Allocation for Future 6G Industrial Internet of Things
. TNSE (JCR-Q1).
PDF
Cite
DOI
Junbo Wang
,
Amitangshu Pal
,
Kaiming Zhu
,
Krishna Kant
,
Song Guo
(2022).
Collaborative Machine Learning: Schemes, Robustness and Privacy
. TNNLS (CCF-B).
Xiaoxu Ren
,
Chao Qiu
,
Xiaofei Wang
,
Zhu Han
,
Ke Xu
,
Haipeng Yao
,
Song Guo
(2022).
AI-Bazaar: A Cloud-Edge Computing Power Trading Framework for Ubiquitous AI Services
. TCC.
Yulei Wu
,
Hong-Ning Dai
,
Haozhe Wang
,
Zehui Xiong
,
Song Guo
(2022).
A Survey of Intelligent Network Slicing Management for Industrial IoT: Integrated Approaches for Smart Transportation, Smart Energy, and Smart Factory
. CST (JCR-Q1).
PDF
Cite
Xiaojie Wang
,
Zhaolong Ning
,
Song Guo
,
Miaowen Wen
,
Lei Guo
,
Vincent Poor
(2021).
Dynamic UAV Deployment for Differentiated Services: A Multi-Agent Imitation Learning Based Approach
. TMC (CCF-A).
PDF
Cite
DOI
Tianle Mai
,
Haipeng Yao
,
Ni Zhang
,
Lexi Xu
,
Mohsen Guizani
,
Song Guo
(2021).
Cloud Mining Pool Aided Blockchain-Enabled Internet of Things: An Evolutionary Game Approach
. TCC (JCR-Q1).
PDF
Cite
DOI
Xuan Liu
,
Jiangjin Yin
,
Shigeng Zhang
,
Kenli Li
,
Song Guo
(2021).
Receive Only Necessary: Efficient Tag Category Identification in Large-scale RFID Systems
. TMC (CCF-A).
PDF
Cite
DOI
Wenzhuo Yang
,
Yipeng Zhou
,
Miao Hu
,
Di Wu
,
James Xi Zheng
,
Hui Wang
,
Song Guo
,
Chao Li
(2021).
Gain without Pain: Offsetting DP-injected Nosies Stealthily in Cross-device Federated Learning
. IoTJ (JCR-Q1).
DOI
Haozhao Wang
,
Zhihao Qu
,
Qihua Zhou
,
Haobo Zhang
,
Boyuan Luo
,
Wenchao Xu
,
Song Guo
,
Ruixuan Li
(2021).
A Comprehensive Survey on Training Acceleration for Large Machine Learning Models in IoTs
. IoTJ (JCR-Q1).
DOI
Jie Zhang
,
Song Guo
,
Xiaosong Ma
,
Haozhao Wang
,
Wenchao Xu
,
Feijie Wu
(2021).
Parameterized Knowledge Transfer for Personalized Federated Learning
. In “
NeurIPS
(CCF-A)”.
Yuepeng Li
,
Deze Zeng
,
Lin Gu
,
Quan Chen
,
Song Guo
,
Albert Zomaya
,
Minyi Guo
(2021).
Lasagna: Accelerating Secure Deep Learning Inference in SGX-enabled Edge Cloud
. In “
ACM SoCC
”.
Jingcai Guo
,
Song Guo
,
Shiheng Ma
,
Yuxia Sun
,
and Yuanyuan Xu,
(2021).
Conservative Novelty Synthesizing Network for Malware Recognition in an Open-set Scenario
. TNNLS (CCF-B).
PDF
Cite
DOI
Jie Zhang
,
Zhihao Qu
,
Chenxi Chen
,
Haozhao Wang
,
Yufeng Zhan
,
Baoliu Ye
,
Song Guo
(2021).
Edge Learning: The Enabling Technology for Distributed Big Data Analytics in the Edge
. In
ACM Computing Surveys
.
PDF
Cite
Qihua Zhou
,
Song Guo
,
Zhihao Qu
,
Jingcai Guo
,
Zhenda Xu
,
Jiewei Zhang
,
Tao Guo
,
Boyuan Luo
,
Jingren Zhou
(2021).
Octo: INT8 Training with Loss-aware Compensation and Backward Quantization for Tiny On-device Learning
. In
USENIX ATC
(CCF-A).
PDF
Cite
Poster
Xiang Yang
,
Qi Qi
,
Jingyu Wang
,
Song Guo
,
Jianxin Liao
(2021).
Towards Efficient Inference: Adaptively Cooperate in Heterogeneous IoT Edge Cluster
. In
ICDCS (CCF-B)
.
Huawei Huang
,
Zhenyi Huang
,
Xiaowen Peng
,
Zibin Zheng
,
Song Guo
(2021).
MVCom: Scheduling Most Valuable Committees for the Large-Scale Sharded Blockchain
. In
ICDCS (CCF-B)
.
PDF
Cite
Yi Liu
,
Leijie Wu
,
Yufen Zhan
,
Song Guo
,
Zicong Hong
(2021).
Incentive-Driven Long-term Optimization for Edge Learning by Hierarchical Reinforcement Mechanism
. In
ICDCS (CCF-B)
.
Slides
Video
Yingchun Wang
,
Jingyi Wang
,
Weizhan Zhang a
,
Yufeng Zhan
,
Song Guo
,
Qinghua Zheng
,
Xuanyu Wang
(2021).
A survey on deploying mobile deep learning applications: A systemic and technical perspective
. DCN (JCR-Q1).
PDF
Cite
DOI
Tao Huang
,
Baoliu Ye
,
Bin Tang
,
Lei Xie
,
Sanglu Lu
,
Song Guo
(2021).
Boost Sum-Product Performance for Multiuser Detection in mMTC at Millimeter Wave
. TMC (CCF-A).
PDF
Cite
DOI
Jian Zheng
,
Huawei Huang
,
Canlin Li
,
Zibin Zheng
,
Song Guo
(2021).
Revisiting Double-Spending Attacks on the Bitcoin Blockchain: New Findings
. In
IWQOS
.
PDF
Cite
DOI
Qiuying Yang
,
Xuan Liu
,
Song Guo
(2021).
No Wait, No Waste: A Novel and Efficient Coordination Algorithm for Multiple readers in RFID Systems
. In
IWQOS
.
PDF
Cite
Zhihao Qu
,
Song Guo
,
Haozhao Wang
,
Baoliu Ye
,
Yi Wang
,
Albert Zomaya
,
Bin Tang
(2021).
Partial Synchronization to Accelerate Federated Learning over Relay-Assisted Edge Networks
. TMC (CCF-A).
PDF
Cite
DOI
Jie Zhang
,
Song Guo
,
Zhihao Qu
,
Deze Zeng
,
Yufeng Zhan
,
Qifeng Liu
,
Rajendra Akerkar
(2021).
Adaptive Federated Learning on Non-IID Data with Resource Constraint
. IoTJ (JCR-Q1).
PDF
Cite
DOI
Peiran Dong
,
Jingyi Ge
,
Xiaojie Wang
,
Song Guo
(2021).
Collaborative Edge Computing for Social Internet of Things: Applications, Solutions, and Challenges
. TCSS.
PDF
Cite
DOI
Yufeng Zhan
,
Peng Li
,
Song Guo
,
Zhihao Qu
(2021).
Incentive Mechanism Design for Federated Learning: Challenges and Opportunities
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