| Provably efficient reinforcement learning in decentralized general-sum Markov games W Mao, T Başar Dynamic Games and Applications 13 (1), 165-186, 2023 | 63 | 2023 |
| On improving model-free algorithms for decentralized multi-agent reinforcement learning W Mao, L Yang, K Zhang, T Basar International Conference on Machine Learning, 15007-15049, 2022 | 61* | 2022 |
| Near-Optimal Model-Free Reinforcement Learning in Non-Stationary Episodic MDPs W Mao, K Zhang, R Zhu, D Simchi-Levi, T Basar International Conference on Machine Learning, 7447-7458, 2021 | 44* | 2021 |
| Pricing for revenue maximization in IoT data markets: An information design perspective W Mao, Z Zheng, F Wu IEEE INFOCOM 2019-IEEE Conference on Computer Communications, 1837-1845, 2019 | 38 | 2019 |
| Information State Embedding in Partially Observable Cooperative Multi-Agent Reinforcement Learning W Mao, K Zhang, E Miehling, T Başar 2020 59th IEEE Conference on Decision and Control (CDC), 6124-6131, 2020 | 22 | 2020 |
| Reinforcement learning for resource management in multi-tenant serverless platforms H Qiu, W Mao, A Patke, C Wang, H Franke, ZT Kalbarczyk, T Başar, ... Proceedings of the 2nd European Workshop on Machine Learning and Systems, 20-28, 2022 | 18 | 2022 |
| POLY-HOOT: Monte-Carlo Planning in Continuous Space MDPs with Non-Asymptotic Analysis W Mao, K Zhang, Q Xie, T Başar Advances in Neural Information Processing Systems 33, 2020 | 18 | 2020 |
| Adjusting Matching Algorithm to Adapt to Workload Fluctuations in Content-based Publish/Subscribe Systems S Qian, W Mao, J Cao, F Le Mouël, M Li IEEE INFOCOM 2019-IEEE Conference on Computer Communications, 1936-1944, 2019 | 16 | 2019 |
| Model-free non-stationary rl: Near-optimal regret and applications in multi-agent rl and inventory control W Mao, K Zhang, R Zhu, D Simchi-Levi, T Başar arXiv preprint arXiv:2010.03161, 2020 | 15 | 2020 |
| Online Pricing for Revenue Maximization with Unknown Time Discounting Valuations. W Mao, Z Zheng, F Wu, G Chen IJCAI, 440-446, 2018 | 14 | 2018 |
| A mean-field game approach to cloud resource management with function approximation W Mao, H Qiu, C Wang, H Franke, Z Kalbarczyk, R Iyer, T Basar Advances in Neural Information Processing Systems 35, 36243-36258, 2022 | 12 | 2022 |
| {AWARE}: Automate Workload Autoscaling with Reinforcement Learning in Production Cloud Systems H Qiu, W Mao, C Wang, H Franke, A Youssef, ZT Kalbarczyk, T Başar, ... 2023 USENIX Annual Technical Conference (USENIX ATC 23), 387-402, 2023 | 11 | 2023 |
| SIMPPO: a scalable and incremental online learning framework for serverless resource management H Qiu, W Mao, A Patke, C Wang, H Franke, ZT Kalbarczyk, T Başar, ... Proceedings of the 13th Symposium on Cloud Computing, 306-322, 2022 | 11 | 2022 |
| A fast and anti-matchability matching algorithm for content-based publish/subscribe systems S Qian, J Cao, W Mao, Y Zhu, J Yu, M Li, J Wang Computer Networks 149, 213-225, 2019 | 10 | 2019 |
| Challenges and Opportunities in IoT Data Markets Z Zheng, W Mao, F Wu, G Chen Proceedings of the Fourth International Workshop on Social Sensing, 1-2, 2019 | 7 | 2019 |
| Controlgym: Large-Scale Safety-Critical Control Environments for Benchmarking Reinforcement Learning Algorithms X Zhang, W Mao, S Mowlavi, M Benosman, T Başar arXiv preprint arXiv:2311.18736, 2023 | 3 | 2023 |
| Action Dynamics Task Graphs for Learning Plannable Representations of Procedural Tasks W Mao, R Desai, ML Iuzzolino, N Kamra arXiv preprint arXiv:2302.05330, 2023 | 3 | 2023 |
| Adjusting matching algorithm to adapt to dynamic subscriptions in content-based publish/subscribe systems S Qian, W Mao, J Cao, G Xue, J Yu, Y Zhu, M Li, W Li 2018 IEEE Intl Conf on Parallel & Distributed Processing with Applications …, 2018 | 3 | 2018 |
| Semiparametric information state embedding for policy search under imperfect information S Bhatt, W Mao, A Koppel, T Başar 2021 60th IEEE Conference on Decision and Control (CDC), 4501-4506, 2021 | 2 | 2021 |
| On the Promise and Challenges of Foundation Models for Learning-based Cloud Systems Management H Qiu, W Mao, CWH Franke, ZT Kalbarczyk, T Basar, RK Iyer Annual Conference on Neural Information Processing Systems, 2023 | 1 | 2023 |
Tamer BaşarSwanlund Endowed Chair Emeritus & CAS Professor Emeritus of ECE, University of IllinoisVerified email at illinois.edu
