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Shaolei Ren

  1. Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models
    2023/04/06 by Pengfei Li, Jianyi Yang, Li, Pengfei +5 · 87 voices · 13 citations
    #cs.LG #cs.AI
  2. Health-Informed Computing: Estimating and Addressing the Public Health Impact of Data Centers
    2024/12/09 by Yuelin Han, Zhifeng Wu, Han, Yuelin +7 · 32 voices · 5 citations
    #cs.CY
  3. Online Learning for Offloading and Autoscaling in Energy Harvesting Mobile Edge Computing
    2017/03/17 by Jie Xu, Xu, Jie, Lixing Chen +3 · 4 citations
    Computer Science · Engineering · #Age of Information Optimization #Energy Harvesting in Wireless Networks #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI)
  4. CAFE: Carbon-Aware Federated Learning in Geographically Distributed Data Centers
    2023/11/06 by Jieming Bian, Bian, Jieming, Wang, Lei +4 · 4 citations
    Environmental Science · Social Sciences · #Air Quality Monitoring and Forecasting #Air Quality and Health Impacts #Distributed #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
  5. Towards Environmentally Equitable AI via Geographical Load Balancing
    2023/06/20 by Pengfei Li, Li, Pengfei, Jianyi Yang +5 · 4 citations
    Decision Sciences · Engineering · Environmental Science · #demographic modeling and climate adaptation #Smart Cities and Technologies #Sustainability and Climate Change Governance
  6. LeHDC: Learning-Based Hyperdimensional Computing Classifier
    2022/03/18 by Shijin Duan, Yejia Liu, Duan, Shijin +5 · 2 citations
    Engineering · Physics and Astronomy · Computer Science · #Ferroelectric and Negative Capacitance Devices #Magnetic properties of thin films #Parallel Computing and Optimization Techniques
  7. Small Bottle, Big Pipe: Quantifying and Addressing the Impact of Data Centers on Public Water Systems
    2026/03/03 by Yuelin Han, Pengfei Li, Adam Wierman +1 · 7 voices · 1 citation
    #cs.CY
  8. NNSplitter: An Active Defense Solution for DNN Model via Automated Weight Obfuscation
    2023/04/28 by Tong Zhou, Zhou, Tong, Yukui Luo +5 · 2 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Electrostatic Discharge in Electronics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Physical Unclonable Functions (PUFs) and Hardware Security
  9. Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring
    2020/07/03 by Zhihui Shao, Jianyi Yang, Shao, Zhihui +3 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  10. Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity
    2022/07/02 by Jianyi Yang, Yang, Jianyi, Shaolei Ren +1 · 1 citation
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning and ELM
  11. Learning-Augmented Decentralized Online Convex Optimization in Networks
    2023/06/16 by Pengfei Li, Jianyi Yang, Li, Pengfei +5 · 1 citation
    Computer Science · Engineering · #Advanced Wireless Network Optimization #Distributed Control Multi-Agent Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Wireless Networks and Protocols
  12. A Water Efficiency Dataset for African Data Centers
    2024/12/04 by Noah Shumba, Shumba, Noah, Opelo Tshekiso +7 · 1 citation
    Engineering · Environmental Science · #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Smart Grid Energy Management #Water-Energy-Food Nexus Studies
  13. Learning-Assisted Algorithm Unrolling for Online Optimization with Budget Constraints
    2022/12/03 by Jianyi Yang, Shaolei Ren, Yang, Jianyi +1 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Control (math.OC)
  14. Online Allocation with Replenishable Budgets: Worst Case and Beyond
    2024/01/09 by Jianyi Yang, Pengfei Li, Yang, Jianyi +5 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #Data Stream Mining Techniques #FOS: Computer and information sciences #Performance (cs.PF)