| 2025 | DAC | Towards Training Robustness Against Dynamic Errors in Quantum Machine Learning. | Shijin Duan, Gaowen Liu, Charles Fleming, Ramana Kompella, Xiaolin Xu, Shaolei Ren |
| 2025 | DAC | Holistic Design towards Resource-Stringent Binary Vector Symbolic Architecture. | Shijin Duan, Nuntipat Narkthong, Yukui Luo, Shaolei Ren, Xiaolin Xu |
| 2025 | SIGMETRICS | Learning-Augmented Decentralized Online Convex Optimization in Networks. | Pengfei Li, Jianyi Yang, Adam Wierman, Shaolei Ren |
| 2024 | ASPLOS | MicroVSA: An Ultra-Lightweight Vector Symbolic Architecture-based Classifier Library for Always-On Inference on Tiny Microcontrollers. | Nuntipat Narkthong, Shijin Duan, Shaolei Ren, Xiaolin Xu |
| 2024 | ICLR | ArchLock: Locking DNN Transferability at the Architecture Level with a Zero-Cost Binary Predictor. | Tong Zhou, Shaolei Ren, Xiaolin Xu |
| 2024 | ICML | Building Socially-Equitable Public Models. | Yejia Liu, Jianyi Yang, Pengfei Li, Tongxin Li, Shaolei Ren |
| 2024 | SIGMETRICS | Online Allocation with Replenishable Budgets: Worst Case and Beyond. | Jianyi Yang, Pengfei Li, Mohammad Jaminur Islam, Shaolei Ren |
| 2023 | AAAI | Learning-Assisted Algorithm Unrolling for Online Optimization with Budget Constraints. | Jianyi Yang, Shaolei Ren |
| 2023 | ICML | Learning for Edge-Weighted Online Bipartite Matching with Robustness Guarantees. | Pengfei Li, Jianyi Yang, Shaolei Ren |
| 2023 | ICML | NNSplitter: An Active Defense Solution for DNN Model via Automated Weight Obfuscation. | Tong Zhou, Yukui Luo, Shaolei Ren, Xiaolin Xu |
| 2023 | INFOCOM | Robustified Learning for Online Optimization with Memory Costs. | Pengfei Li, Jianyi Yang, Shaolei Ren |
| 2023 | INFOCOM | Achieving Certified Robustness for Brain-Inspired Low-Dimensional Computing Classifiers. | Fangfang Yang, Shijin Duan, Xiaolin Xu, Shaolei Ren |
| 2022 | DAC | LeHDC: learning-based hyperdimensional computing classifier. | Shijin Duan, Yejia Liu, Shaolei Ren, Xiaolin Xu |
| 2022 | DAC | HDLock: exploiting privileged encoding to protect hyperdimensional computing models against IP stealing. | Shijin Duan, Shaolei Ren, Xiaolin Xu |
| 2022 | ICCAD | ObfuNAS: A Neural Architecture Search-Based DNN Obfuscation Approach. | Tong Zhou, Shaolei Ren, Xiaolin Xu |
| 2022 | ICML | Informed Learning by Wide Neural Networks: Convergence, Generalization and Sampling Complexity. | Jianyi Yang, Shaolei Ren |
| 2022 | INFOCOM | Learning for Robust Combinatorial Optimization: Algorithm and Application. | Zhihui Shao, Jianyi Yang, Cong Shen, Shaolei Ren |
| 2022 | SIGMETRICS | Expert-Calibrated Learning for Online Optimization with Switching Costs. | Pengfei Li, Jianyi Yang, Shaolei Ren |
| 2022 | SIGMETRICS | One Proxy Device Is Enough for Hardware-Aware Neural Architecture Search. | Bingqian Lu, Jianyi Yang, Weiwen Jiang, Yiyu Shi, Shaolei Ren |
| 2021 | AAAI | Robust Bandit Learning with Imperfect Context. | Jianyi Yang, Shaolei Ren |
| 2021 | AAAI | Contextual Bandits with Delayed Feedback and Semi-supervised Learning (Student Abstract). | Luting Yang, Jianyi Yang, Shaolei Ren |
| 2021 | HPCA | Heat Behind the Meter: A Hidden Threat of Thermal Attacks in Edge Colocation Data Centers. | Zhihui Shao, Mohammad A. Islam, Shaolei Ren |
| 2021 | INFOCOM | Bandit Learning with Predicted Context: Regret Analysis and Selective Context Query. | Jianyi Yang, Shaolei Ren |
| 2020 | ICCD | Stealthy-Shutdown: Practical Remote Power Attacks in Multi - Tenant FPGAs. | Yukui Luo, Cheng Gongye, Shaolei Ren, Yunsi Fei, Xiaolin Xu |
| 2020 | IJCAI | Increasing the Trustworthiness of Deep Neural Networks via Accuracy Monitoring. | Zhihui Shao, Jianyi Yang, Shaolei Ren |
| 2020 | IJCAI | Multi-Feedback Bandit Learning with Probabilistic Contexts. | Luting Yang, Jianyi Yang, Shaolei Ren |
| 2020 | NSS | PowerKey: Generating Secret Keys from Power Line Electromagnetic Interferences. | Fangfang Yang, Mohammad A. Islam, Shaolei Ren |
| 2020 | NSS | On the Vulnerability of Hyperdimensional Computing-Based Classifiers to Adversarial Attacks. | Fangfang Yang, Shaolei Ren |
| 2020 | SIGMETRICS | Your Noise, My Signal: Exploiting Switching Noise for Stealthy Data Exfiltration from Desktop Computers. | Zhihui Shao, Mohammad A. Islam, Shaolei Ren |
| 2018 | CCS | Ohm's Law in Data Centers: A Voltage Side Channel for Timing Power Attacks. | Mohammad A. Islam, Shaolei Ren |
| 2018 | HPCA | A Spot Capacity Market to Increase Power Infrastructure Utilization in Multi-tenant Data Centers. | Mohammad A. Islam, Xiaoqi Ren, Shaolei Ren, Adam Wierman |
| 2018 | ICDCS | Non-IT Energy Accounting in Virtualized Datacenter. | Weixiang Jiang, Shaolei Ren, Fangming Liu, Hai Jin |
| 2018 | NOMS | Multi-operator backup power sharing in wireless base stations. | Minh N. H. Nguyen, Nguyen Hoang Tran, Mohammad A. Islam, Chuan Pham, Shaolei Ren, Choong Seon Hong |
| 2018 | SIGMETRICS | Why Some Like It Loud: Timing Power Attacks in Multi-tenant Data Centers Using an Acoustic Side Channel. | Mohammad A. Islam, Luting Yang, Kiran Ranganath, Shaolei Ren |
| 2017 | CCS | Exploiting a Thermal Side Channel for Power Attacks in Multi-Tenant Data Centers. | Mohammad A. Islam, Shaolei Ren, Adam Wierman |
| 2017 | ICDCS | TailCut: Power Reduction under Quality and Latency Constraints in Distributed Search Systems. | Chih-Hsun Chou, Laxmi N. Bhuyan, Shaolei Ren |
| 2017 | SIGMETRICS | A Spot Capacity Market to Increase Power Infrastructure Utilization in Multi-Tenant Data Centers. | Mohammad A. Islam, Xiaoqi Ren, Shaolei Ren, Adam Wierman |
| 2016 | GLOBECOM | Online Learning for Offloading and Autoscaling in Renewable-Powered Mobile Edge Computing. | Jie Xu, Shaolei Ren |
| 2016 | HPCA | A market approach for handling power emergencies in multi-tenant data center. | Mohammad A. Islam, Xiaoqi Ren, Shaolei Ren, Adam Wierman, Xiaorui Wang |
| 2016 | ICPP | Performance Maximization via Frequency Oscillation on Temperature Constrained Multi-core Processors. | Shi Sha, Wujie Wen, Ming Fan, Shaolei Ren, Gang Quan |
| 2016 | ICPP | TECH: A Thermal-Aware and Cost Efficient Mechanism for Colocation Demand Response. | Ziqi Zhao, Fan Wu, Shaolei Ren, Xiaofeng Gao, Guihai Chen, Yong Cui |
| 2016 | INFOCOM | Incentive-aligned mechanism for emergency demand response in multi-tenant mixed-use buildings. | Nguyen Hoang Tran, Chuan Pham, Minh N. H. Nguyen, Shaolei Ren, Choong Seon Hong |
| 2016 | NOMS | Hosting virtual machines on a cloud datacenter: A matching theoretic approach. | Chuan Pham, Nguyen Hoang Tran, Minh N. H. Nguyen, Shaolei Ren, Walid Saad, Choong Seon Hong |
| 2015 | DATE | Power minimization for data center with guaranteed QoS. | Shuo Liu, Soamar Homsi, Ming Fan, Shaolei Ren, Gang Quan, Shangping Ren |
| 2015 | DATE | Multi-core fixed-priority scheduling of real-time tasks with statistical deadline guarantee. | Tianyi Wang, Linwei Niu, Shaolei Ren, Gang Quan |
| 2015 | HPCA | Paying to save: Reducing cost of colocation data center via rewards. | Mohammad A. Islam, A. Hasan Mahmud, Shaolei Ren, Xiaorui Wang |
| 2015 | ICCAD | A Contract Design Approach for Colocation Data Center Demand Response. | Kishwar Ahmed, Mohammad A. Islam, Shaolei Ren |
| 2015 | ICCD | Cache allocation for fixed-priority real-time scheduling on multi-core platforms. | Gustavo A. Chaparro-Baquero, Soamar Homsi, Omara Vichot, Shaolei Ren, Gang Quan, Shangping Ren |
| 2015 | INFOCOM | A truthful incentive mechanism for emergency demand response in colocation data centers. | Linquan Zhang, Shaolei Ren, Chuan Wu, Zongpeng Li |
| 2015 | IWQoS | Fair rewarding in colocation data centers: Truthful mechanism for emergency demand response. | Qihang Sun, Chuan Wu, Shaolei Ren, Zongpeng Li |
| 2015 | MASCOTS | BATS: Budget-Constrained Autoscaling for Cloud Performance Optimization. | A. Hasan Mahmud, Yuxiong He, Shaolei Ren |
| 2015 | SIGIR | Optimal Aggregation Policy for Reducing Tail Latency of Web Search. | Jeong-Min Yun, Yuxiong He, Sameh Elnikety, Shaolei Ren |
| 2015 | SIGMETRICS | Online Electricity Cost Saving Algorithms for Co-Location Data Centers. | Linquan Zhang, Zongpeng Li, Chuan Wu, Shaolei Ren |
| 2014 | GLOBECOM | Scalable workload management for water efficiency in data centers. | Lanchao Liu, Shaolei Ren, Zhu Han |
| 2014 | ICDCS | Energy-Efficient Flow Scheduling and Routing with Hard Deadlines in Data Center Networks. | Lin Wang, Fa Zhang, Kai Zheng, Athanasios V. Vasilakos, Shaolei Ren, Zhiyong Liu |
| 2014 | ICPADS | Scheduling time-sensitive multi-tier services with probabilistic performance guarantee. | Shuo Liu, Soamar Homsi, Ming Fan, Shaolei Ren, Gang Quan, Shangping Ren |
| 2014 | SIGMETRICS | BATS: budget-constrained autoscaling for cloud performance optimization. | A. Hasan Mahmud, Yuxiong He, Shaolei Ren |
| 2013 | ICASSP | Energy-efficient design of real-time stream mining systems. | Shaolei Ren, Cuiling Lan, Mihaela van der Schaar |
| 2013 | ICPP | Dynamic Server Provisioning for Carbon-Neutral Data Centers. | A. Hasan Mahmud, Shaolei Ren |
| 2013 | INFOCOM | Bidirectional energy trading for residential load scheduling and electric vehicles. | Byung-Gook Kim, Shaolei Ren, Mihaela van der Schaar, Jang-Won Lee |
| 2013 | INFOCOM | Tiered billing scheme for residential load scheduling with bidirectional energy trading. | Byung-Gook Kim, Shaolei Ren, Mihaela van der Schaar, Jang-Won Lee |
| 2013 | INFOCOM | Tiered billing scheme for residential load scheduling with bidirectional energy trading. | Byung-Gook Kim, Shaolei Ren, Mihaela van der Schaar, Jang-Won Lee |
| 2013 | INFOCOM | Joint design of Dynamic Scheduling and Pricing in wireless cloud computing. | Shaolei Ren, Mihaela van der Schaar |
| 2013 | MASCOTS | Online Energy Budgeting for Virtualized Data Centers. | Mohammad A. Islam, Shaolei Ren, Gang Quan |
| 2013 | PERCOM | SPOTLESS: Similarity patterns of trajectories in label-less sensor streams. | Vasanth Iyer, S. Sitharama Iyengar, Niki Pissinou, Shaolei Ren |
| 2013 | SC | COCA: online distributed resource management for cost minimization and carbon neutrality in data centers. | Shaolei Ren, Yuxiong He |
| 2012 | ICDCS | Provably-Efficient Job Scheduling for Energy and Fairness in Geographically Distributed Data Centers. | Shaolei Ren, Yuxiong He, Fei Xu |
| 2012 | INFOCOM | Maximizing profit on user-generated content platforms with heterogeneous participants. | Shaolei Ren, Jaeok Park, Mihaela van der Schaar |
| 2012 | PIMRC | A unified power allocation strategy for two-way relay networks. | Yujun Gong, Yu Zhu, Shaolei Ren |
| 2011 | GLOBECOM | Traffic-Dependent Pricing for Delay-Sensitive Multimedia Networks. | Shaolei Ren, Fangwen Fu, Mihaela van der Schaar |
| 2011 | INFOCOM | User subscription dynamics and revenue maximization in communications markets. | Shaolei Ren, Jaeok Park, Mihaela van der Schaar |
| 2010 | GLOBECOM | User Subscription Dynamics in Communication Markets. | Shaolei Ren, Jaeok Park, Mihaela van der Schaar |
| 2010 | OSDI | Subscription Dynamics and Competition in Communications Markets. | Shaolei Ren |
| 2009 | MOBICOM | Revenue maximization and distributed power allocation in cognitive radio networks. | Shaolei Ren, Mihaela van der Schaar |
| 2008 | GLOBECOM | Cooperative Networks With Limited Feedback. | Shaolei Ren, Khaled Ben Letaief |