Shaolei Ren

ORCID

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 137

Top Venues

CoRR

Proc. ACM Meas. Anal. Comput. Syst.

IEEE Trans. Cloud Comput.

IEEE J. Sel. Areas Commun.

Publications

Tong Zhou, Xuandong Zhao, Xiaolin Xu, Shaolei Ren
Bileve: Securing Text Provenance in Large Language Models Against Spoofing with Bi-level Signature. CoRR (2024)
Pranjol Sen Gupta, Md Rajib Hossen, Pengfei Li, Shaolei Ren, Mohammad A. Islam
A Dataset for Research on Water Sustainability. CoRR (2024)
Yejia Liu, Shijin Duan, Xiaolin Xu, Shaolei Ren
Scheduled Knowledge Acquisition on Lightweight Vector Symbolic Architectures for Brain-Computer Interfaces. CoRR (2024)
Jianyi Yang, Pengfei Li, Mohammad Jaminur Islam, Shaolei Ren
Online Allocation with Replenishable Budgets: Worst Case and Beyond. CoRR (2024)
Pengfei Li, Yejia Liu, Jianyi Yang, Shaolei Ren
Towards Socially and Environmentally Responsible AI. CoRR (2024)
Jianyi Yang, Pengfei Li, Mohammad Jaminur Islam, Shaolei Ren
Online Allocation with Replenishable Budgets: Worst Case and Beyond. Proc. ACM Meas. Anal. Comput. Syst. 8 (1) (2024)
Tong Zhou, Shaolei Ren, Xiaolin Xu
ArchLock: Locking DNN Transferability at the Architecture Level with a Zero-Cost Binary Predictor. ICLR (2024)
Yejia Liu, Jianyi Yang, Pengfei Li, Tongxin Li, Shaolei Ren
Building Socially-Equitable Public Models. CoRR (2024)
Nuntipat Narkthong, Shijin Duan, Shaolei Ren, Xiaolin Xu
MicroVSA: An Ultra-Lightweight Vector Symbolic Architecture-based Classifier Library for Always-On Inference on Tiny Microcontrollers. ASPLOS (2) (2024)
Zichen Xu, Shaolei Ren, Omer F. Rana
Editorial. IEEE Trans. Sustain. Comput. 9 (3) (2024)
Jianyi Yang, Pengfei Li, Mohammad Jaminur Islam, Shaolei Ren
Online Allocation with Replenishable Budgets: Worst Case and Beyond. SIGMETRICS/Performance (Abstracts) (2024)
Yang Bai, Lixing Chen, Shaolei Ren, Jie Xu
Automated Customization of On-Device Inference for Quality-of-Experience Enhancement. IEEE Trans. Computers 72 (5) (2023)
Pengfei Li, Jianyi Yang, Shaolei Ren
Robustified Learning for Online Optimization with Memory Costs. INFOCOM (2023)
Pengfei Li, Jianyi Yang, Adam Wierman, Shaolei Ren
Robust Learning for Smoothed Online Convex Optimization with Feedback Delay. NeurIPS (2023)
Pengfei Li, Jianyi Yang, Mohammad A. Islam, Shaolei Ren
Making AI Less "Thirsty": Uncovering and Addressing the Secret Water Footprint of AI Models. CoRR (2023)
Jieming Bian, Shaolei Ren, Jie Xu
CAFE: Carbon-Aware Federated Learning in Geographically Distributed Data Centers. CoRR (2023)
Pengfei Li, Jianyi Yang, Adam Wierman, Shaolei Ren
Learning-Augmented Decentralized Online Convex Optimization in Networks. CoRR (2023)
Pengfei Li, Jianyi Yang, Shaolei Ren
Learning for Edge-Weighted Online Bipartite Matching with Robustness Guarantees. ICML (2023)
Pengfei Li, Jianyi Yang, Adam Wierman, Shaolei Ren
Robust Learning for Smoothed Online Convex Optimization with Feedback Delay. CoRR (2023)
Pengfei Li, Jianyi Yang, Shaolei Ren
Robustified Learning for Online Optimization with Memory Costs. CoRR (2023)
Tong Zhou, Yukui Luo, Shaolei Ren, Xiaolin Xu
NNSplitter: An Active Defense Solution for DNN Model via Automated Weight Obfuscation. ICML (2023)
Jianyi Yang, Shaolei Ren
Learning-Assisted Algorithm Unrolling for Online Optimization with Budget Constraints. AAAI (2023)
Yejia Liu, Shijin Duan, Xiaolin Xu, Shaolei Ren
MetaLDC: Meta Learning of Low-Dimensional Computing Classifiers for Fast On-Device Adaption. CoRR (2023)
Tong Zhou, Yukui Luo, Shaolei Ren, Xiaolin Xu
NNSplitter: An Active Defense Solution to DNN Model via Automated Weight Obfuscation. CoRR (2023)
Jianyi Yang, Pengfei Li, Tongxin Li, Adam Wierman, Shaolei Ren
Anytime-Competitive Reinforcement Learning with Policy Prior. CoRR (2023)
Pengfei Li, Jianyi Yang, Shaolei Ren
Learning for Edge-Weighted Online Bipartite Matching with Robustness Guarantees. CoRR (2023)
Fangfang Yang, Shijin Duan, Xiaolin Xu, Shaolei Ren
Achieving Certified Robustness for Brain-Inspired Low-Dimensional Computing Classifiers. INFOCOM Workshops (2023)
Pengfei Li, Jianyi Yang, Adam Wierman, Shaolei Ren
Towards Environmentally Equitable AI via Geographical Load Balancing. CoRR (2023)
Jianyi Yang, Pengfei Li, Tongxin Li, Adam Wierman, Shaolei Ren
Anytime-Competitive Reinforcement Learning with Policy Prior. NeurIPS (2023)
Tongxin Li, Yiheng Lin, Shaolei Ren, Adam Wierman
Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions. CoRR (2023)
Tongxin Li, Yiheng Lin, Shaolei Ren, Adam Wierman
Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions. NeurIPS (2023)
Jianyi Yang, Shaolei Ren
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity. ICML (2022)
Tong Zhou, Shaolei Ren, Xiaolin Xu
ObfuNAS: A Neural Architecture Search-based DNN Obfuscation Approach. CoRR (2022)
Bingqian Lu, Jianyi Yang, Jie Xu, Shaolei Ren
Improving QoE of Deep Neural Network Inference on Edge Devices: A Bandit Approach. IEEE Internet Things J. 9 (21) (2022)
Yejia Liu, Wang Zhu, Shaolei Ren
Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning. CoRR (2022)
Shijin Duan, Xiaolin Xu, Shaolei Ren
A Brain-Inspired Low-Dimensional Computing Classifier for Inference on Tiny Devices. CoRR (2022)
Yejia Liu, Wang Zhu, Shaolei Ren
Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning. NeurIPS (2022)
Jianyi Yang, Shaolei Ren
Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity. CoRR (2022)
Shijin Duan, Shaolei Ren, Xiaolin Xu
HDLock: exploiting privileged encoding to protect hyperdimensional computing models against IP stealing. DAC (2022)
Shijin Duan, Yejia Liu, Shaolei Ren, Xiaolin Xu
LeHDC: learning-based hyperdimensional computing classifier. DAC (2022)
Bingqian Lu, Zheyu Yan, Yiyu Shi, Shaolei Ren
A Semi-Decoupled Approach to Fast and Optimal Hardware-Software Co-Design of Neural Accelerators. CoRR (2022)
Jianyi Yang, Shaolei Ren
Learning-Assisted Algorithm Unrolling for Online Optimization with Budget Constraints. CoRR (2022)
Pengfei Li, Jianyi Yang, Shaolei Ren
Expert-Calibrated Learning for Online Optimization with Switching Costs. CoRR (2022)
Zhihui Shao, Jianyi Yang, Cong Shen, Shaolei Ren
Learning for Robust Combinatorial Optimization: Algorithm and Application. INFOCOM (2022)
Shijin Duan, Shaolei Ren, Xiaolin Xu
HDLock: Exploiting Privileged Encoding to Protect Hyperdimensional Computing Models against IP Stealing. CoRR (2022)
Pengfei Li, Jianyi Yang, Shaolei Ren
Expert-Calibrated Learning for Online Optimization with Switching Costs. Proc. ACM Meas. Anal. Comput. Syst. 6 (2) (2022)
Pengfei Li, Jianyi Yang, Shaolei Ren
Expert-Calibrated Learning for Online Optimization with Switching Costs. SIGMETRICS (Abstracts) (2022)
Tong Zhou, Shaolei Ren, Xiaolin Xu
ObfuNAS: A Neural Architecture Search-Based DNN Obfuscation Approach. ICCAD (2022)
Shijin Duan, Yejia Liu, Shaolei Ren, Xiaolin Xu
LeHDC: Learning-Based Hyperdimensional Computing Classifier. CoRR (2022)
Bingqian Lu, Jianyi Yang, Weiwen Jiang, Yiyu Shi, Shaolei Ren
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search. SIGMETRICS (Abstracts) (2022)
Zhihui Shao, Jianyi Yang, Cong Shen, Shaolei Ren
Learning for Robust Combinatorial Optimization: Algorithm and Application. CoRR (2021)
Jianyi Yang, Shaolei Ren
Bandit Learning with Predicted Context: Regret Analysis and Selective Context Query. INFOCOM (2021)
Tianshu Wei, Shaolei Ren, Qi Zhu
Deep Reinforcement Learning for Joint Datacenter and HVAC Load Control in Distributed Mixed-Use Buildings. IEEE Trans. Sustain. Comput. 6 (3) (2021)
Bingqian Lu, Jianyi Yang, Weiwen Jiang, Yiyu Shi, Shaolei Ren
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search. CoRR (2021)
Luting Yang, Jianyi Yang, Shaolei Ren
Contextual Bandits with Delayed Feedback and Semi-supervised Learning (Student Abstract). AAAI (2021)
Zhihui Shao, Mohammad A. Islam, Shaolei Ren
Heat Behind the Meter: A Hidden Threat of Thermal Attacks in Edge Colocation Data Centers. HPCA (2021)
Fangfang Yang, Mohammad A. Islam, Fan Wu, Shaolei Ren
CompKey: Exploiting Computer's Electromagnetic Radiation for Secret Key Generation. CNS (2021)
Bingqian Lu, Jianyi Yang, Weiwen Jiang, Yiyu Shi, Shaolei Ren
One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search. Proc. ACM Meas. Anal. Comput. Syst. 5 (3) (2021)
Jianyi Yang, Shaolei Ren
Robust Bandit Learning with Imperfect Context. AAAI (2021)
Jianyi Yang, Shaolei Ren
Robust Bandit Learning with Imperfect Context. CoRR (2021)
Xiaofeng Hou, Chao Li, Jiacheng Liu, Lu Zhang, Shaolei Ren, Jingwen Leng, Quan Chen, Minyi Guo
AlphaR: Learning-Powered Resource Management for Irregular, Dynamic Microservice Graph. IPDPS (2021)
Yang Bai, Lixing Chen, Shaolei Ren, Jie Xu
Automated Customization of On-Thing Inference for Quality-of-Experience Enhancement. CoRR (2021)
Zhihui Shao, Jianyi Yang, Shaolei Ren
Calibrating Deep Neural Network Classifiers on Out-of-Distribution Datasets. CoRR (2020)
Zhihui Shao, Mohammad A. Islam, Shaolei Ren
DeepPM: Efficient Power Management in Edge Data Centers using Energy Storage. CLOUD (2020)
Sai Mounika Errapotu, Hongning Li, Rong Yu, Shaolei Ren, Qingqi Pei, Miao Pan, Zhu Han
Clock Auction Inspired Privacy Preserving Emergency Demand Response in Colocation Data Centers. IEEE Trans. Dependable Secur. Comput. 17 (4) (2020)
Luting Yang, Jianyi Yang, Shaolei Ren
Multi-Feedback Bandit Learning with Probabilistic Contexts. IJCAI (2020)
Zhihui Shao, Jianyi Yang, Shaolei Ren
Increasing the Trustworthiness of Deep Neural Networks via Accuracy Monitoring. AISafety@IJCAI (2020)
Bingqian Lu, Jianyi Yang, Shaolei Ren
Scaling Up Deep Neural Network Optimization for Edge Inference. CoRR (2020)
Chuan Pham, Nguyen H. Tran, Shaolei Ren, Walid Saad, Choong Seon Hong
Traffic-Aware and Energy-Efficient vNF Placement for Service Chaining: Joint Sampling and Matching Approach. IEEE Trans. Serv. Comput. 13 (1) (2020)
Luting Yang, Bingqian Lu, Shaolei Ren
A Note on Latency Variability of Deep Neural Networks for Mobile Inference. CoRR (2020)
Zhihui Shao, Jianyi Yang, Shaolei Ren
Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring. CoRR (2020)
Tra Huong Thi Le, Nguyen H. Tran, Tuan LeAnh, Thant Zin Oo, Kitae Kim, Shaolei Ren, Choong Seon Hong
Auction Mechanism for Dynamic Bandwidth Allocation in Multi-Tenant Edge Computing. IEEE Trans. Veh. Technol. 69 (12) (2020)
Qihang Sun, Shaolei Ren, Chuan Wu
Fair Online Power Capping for Emergency Handling in Multi-Tenant Cloud Data Centers. IEEE Trans. Cloud Comput. 8 (1) (2020)
Zhihui Shao, Mohammad A. Islam, Shaolei Ren
Your Noise, My Signal: Exploiting Switching Noise for Stealthy Data Exfiltration from Desktop Computers. CoRR (2020)
Yukui Luo, Cheng Gongye, Shaolei Ren, Yunsi Fei, Xiaolin Xu
Stealthy-Shutdown: Practical Remote Power Attacks in Multi - Tenant FPGAs. ICCD (2020)
Zhihui Shao, Mohammad A. Islam, Shaolei Ren
Your Noise, My Signal: Exploiting Switching Noise for Stealthy Data Exfiltration from Desktop Computers. Proc. ACM Meas. Anal. Comput. Syst. 4 (1) (2020)
Jianyi Yang, Shaolei Ren
A Quantitative Perspective on Values of Domain Knowledge for Machine Learning. CoRR (2020)
Bingqian Lu, Jianyi Yang, Shaolei Ren
Poster: Scaling Up Deep Neural Network optimization for Edge Inference†. SEC (2020)
Fangfang Yang, Shaolei Ren
On the Vulnerability of Hyperdimensional Computing-Based Classifiers to Adversarial Attacks. NSS (2020)
Fangfang Yang, Shaolei Ren
Adversarial Attacks on Brain-Inspired Hyperdimensional Computing-Based Classifiers. CoRR (2020)
Jing Dong, Tan Li, Shaolei Ren, Linqi Song
Distributed Thompson Sampling. CoRR (2020)
Zhihui Shao, Mohammad A. Islam, Shaolei Ren
Your Noise, My Signal: Exploiting Switching Noise for Stealthy Data Exfiltration from Desktop Computers. SIGMETRICS (Abstracts) (2020)
Mohammad A. Islam, A. Hasan Mahmud, Shaolei Ren, Xiaorui Wang
A Carbon-Aware Incentive Mechanism for Greening Colocation Data Centers. IEEE Trans. Cloud Comput. 8 (1) (2020)
Fangfang Yang, Mohammad A. Islam, Shaolei Ren
PowerKey: Generating Secret Keys from Power Line Electromagnetic Interferences. NSS (2020)
Chuan Pham, Nguyen H. Tran, Shaolei Ren, Choong Seon Hong, Kim Khoa Nguyen, Mohamed Cheriet
Joint Energy Scheduling and Water Saving in Geo-Distributed Mixed-Use Buildings. IEEE Trans. Smart Grid 10 (5) (2019)
Bingqian Lu, Jianyi Yang, Lydia Y. Chen, Shaolei Ren
Automating Deep Neural Network Model Selection for Edge Inference. CogMI (2019)
Youshi Wang, Fa Zhang, Ce Chi, Shaolei Ren, Fangming Liu, Rui Wang, Zhiyong Liu
A market-oriented incentive mechanism for emergency demand response in colocation data centers. Sustain. Comput. Informatics Syst. 22 (2019)
Qihang Sun, Shaolei Ren, Chuan Wu
A Provably-Efficient Online Algorithm for Re-Utilizing Unused VM Resources for Edge Providers. ICC (2019)
Mohammad A. Islam, Luting Yang, Kiran Ranganath, Shaolei Ren
Why Some Like It Loud: Timing Power Attacks in Multi-tenant Data Centers Using an Acoustic Side Channel. SIGMETRICS (Abstracts) (2018)
Lixing Chen, Jie Xu, Shaolei Ren, Pan Zhou
Spatio-Temporal Edge Service Placement: A Bandit Learning Approach. IEEE Trans. Wirel. Commun. 17 (12) (2018)
Shutong Chen, Zhi Zhou, Fangming Liu, Zongpeng Li, Shaolei Ren
CloudHeat: An Efficient Online Market Mechanism for Datacenter Heat Harvesting. ACM Trans. Model. Perform. Evaluation Comput. Syst. 3 (3) (2018)
Lixing Chen, Jie Xu, Shaolei Ren, Pan Zhou
Spatio-temporal Edge Service Placement: A Bandit Learning Approach. CoRR (2018)
Minh N. H. Nguyen, Nguyen H. Tran, Mohammad A. Islam, Chuan Pham, Shaolei Ren, Choong Seon Hong
Multi-operator backup power sharing in wireless base stations. NOMS (2018)
Yong Zhan, Mahdi Ghamkhari, Du Xu, Shaolei Ren, Hamed Mohsenian Rad
Extending Demand Response to Tenants in Cloud Data Centers via Non-Intrusive Workload Flexibility Pricing. IEEE Trans. Smart Grid 9 (4) (2018)
Shi Sha, Wujie Wen, Shaolei Ren, Gang Quan
M-Oscillating: Performance Maximization on Temperature-Constrained Multi-Core Processors. IEEE Trans. Parallel Distributed Syst. 29 (11) (2018)
Mohammad A. Islam, Luting Yang, Kiran Ranganath, Shaolei Ren
Why Some Like It Loud: Timing Power Attacks in Multi-tenant Data Centers Using an Acoustic Side Channel. Proc. ACM Meas. Anal. Comput. Syst. 2 (1) (2018)
Minh N. H. Nguyen, Nguyen H. Tran, Mohammad A. Islam, Chuan Pham, Shaolei Ren, Choong Seon Hong
Fair Sharing of Backup Power Supply in Multi-Operator Wireless Cellular Towers. IEEE Trans. Wirel. Commun. 17 (3) (2018)
Mohammad A. Islam, Xiaoqi Ren, Shaolei Ren, Adam Wierman
A Spot Capacity Market to Increase Power Infrastructure Utilization in Multi-tenant Data Centers. HPCA (2018)
Nguyen H. Tran, Chuan Pham, Minh N. H. Nguyen, Shaolei Ren, Choong Seon Hong
Incentivizing Energy Reduction for Emergency Demand Response in Multi-Tenant Mixed-Use Buildings. IEEE Trans. Smart Grid 9 (4) (2018)
Mohammad A. Islam, Shaolei Ren
Ohm's Law in Data Centers: A Voltage Side Channel for Timing Power Attacks. CCS (2018)

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Publication Activity (10 Years)

Top Topics

Top Venues

Shaolei Ren