Projects per year
Personal profile
Research Interests
Bandit Learning, Reinforcement Learning, Wireless Networks, and Bayesian Optimization
Education/Academic qualification
PhD, Texas A&M University
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Projects
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Deep Reinforcement Learning for Real-Time Wireless Sensing in Massive IoT
1/09/20 → 31/08/21
Project: Government Ministry › Ministry of Science and Technology
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Deep Reinforcement Learning for Real-Time Wireless Sensing in Massive IoT
1/09/19 → 30/11/20
Project: Government Ministry › Ministry of Science and Technology
Research output
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Exploration through reward biasing: Reward-biased maximum likelihood estimation for stochastic multi-armed bandits
Liu, X., Hsieh, P. C., Hung, Y. H., Bhattacharya, A. & Kumar, P. R., 2020, 37th International Conference on Machine Learning, ICML 2020. Daume, H. & Singh, A. (eds.). International Machine Learning Society (IMLS), p. 6204-6214 11 p. (37th International Conference on Machine Learning, ICML 2020; vol. PartF168147-8).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Fresher content or smoother playback? A brownian-approximation framework for scheduling real-time wireless video streams
Hsieh, P. C., Liu, X. & Hou, I. H., 11 Oct 2020, MobiHoc 2020 - Proceedings of the 2020 International Symposium on Theory, Algorithmic Foundations, and Protocol Design for Mobile Networks and Mobile Computing. Association for Computing Machinery, p. 41-50 10 p. (Proceedings of the International Symposium on Mobile Ad Hoc Networking and Computing (MobiHoc)).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Real-time streaming graph embedding through local actions
Liu, X., Chen, R., Hsieh, P-C., Xie, M., Duffield, N. & Wen, X., 13 May 2019, The Web Conference 2019 - Companion of the World Wide Web Conference, WWW 2019. Association for Computing Machinery, Inc, p. 285-293 9 p. (The Web Conference 2019 - Companion of the World Wide Web Conference, WWW 2019).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Safe Intersection Management for Mixed Transportation Systems with Human-Driven and Autonomous Vehicles
Liu, X., Hsieh, P-C. & Kumar, P. R., 5 Feb 2019, 2018 56th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2018. Institute of Electrical and Electronics Engineers Inc., p. 834-841 8 p. 8635849. (2018 56th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2018).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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Stay with me: Lifetime maximization through heteroscedastic linear bandits with reneging
Hsieh, P. C., Liu, X., Bhattacharya, A. & Kumar, P. R., 1 Jan 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 4957-4966 10 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review