Ren, Shaolei
- 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
- 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
- Online Learning for Offloading and Autoscaling in Energy Harvesting Mobile Edge Computing
2017/03/17 by Jie Xu, Lixing Chen, Xu, Jie +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)
- 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)
- 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
- 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
- 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
- Spatio-temporal Edge Service Placement: A Bandit Learning Approach
2018/10/07 by Chen, Lixing, Xu, Jie, Ren, Shaolei +1 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI)
- A Dataset for Research on Water Sustainability
2024/05/24 by Gupta, Pranjol Sen, Hossen, Md Rajib, Li, Pengfei +2 · 2 citations
#Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Performance (cs.PF)
- 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)
- A Brain-Inspired Low-Dimensional Computing Classifier for Inference on Tiny Devices
2022/03/09 by Shijin Duan, Xiaolin Xu, Duan, Shijin +3 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Stochastic Gradient Optimization Techniques
- 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
- Learning for Edge-Weighted Online Bipartite Matching with Robustness Guarantees
2023/05/31 by Li, Pengfei, Yang, Jianyi, Ren, Shaolei · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Robustified Learning for Online Optimization with Memory Costs
2023/05/01 by Li, Pengfei, Yang, Jianyi, Ren, Shaolei · 1 citation
#Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- 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
- Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions
2023/07/20 by Li, Tongxin, Lin, Yiheng, Ren, Shaolei +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Performance (cs.PF)
- Bileve: Securing Text Provenance in Large Language Models Against Spoofing with Bi-level Signature
2024/06/04 by Zhou, Tong, Zhao, Xuandong, Xu, Xiaolin +1 · 2 citations
#Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
- A Water Efficiency Dataset for African Data Centers
2024/12/04 by Noah Shumba, Opelo Tshekiso, Shumba, Noah +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
- 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)
- 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)