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Collaborations and top research areas from the last five years
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Corrigendum to ‘On the Detection of Markov Decision Processes’ [Automatica 175 (2025) 112196] (Automatica (2025) 175, (S0005109825000871), (10.1016/j.automatica.2025.112196))
Duan, X., Savas, Y., Yan, R., Xu, Z. & Topcu, U., Mar 2026, In: Automatica. 185, 112725.Research output: Contribution to journal › Comment/debate › peer-review
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Decentralizing Multi-agent Reinforcement Learning with Temporal Causal Information
Corazza, J., Aria, H. P., Kim, H., Neider, D. & Xu, Z., 2026, Machine Learning and Knowledge Discovery in Databases. Research Track - European Conference, ECML PKDD 2025, Proceedings. Ribeiro, R. P., Soares, C., Gama, J., Pfahringer, B., Japkowicz, N., Larrañaga, P., Jorge, A. M. & Abreu, P. H. (eds.). Springer Science and Business Media Deutschland GmbH, p. 77-94 18 p. (Lecture Notes in Computer Science; vol. 16018 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access -
A Logic-Based Approach to Causal Discovery: Signal Temporal Logic Perspective
Baharisangari, N., Ruan, Y., Zhao, C. & Xu, Z., 2025, Proceedings of the 34th International Joint Conference on Artificial Intelligence, IJCAI 2025. Kwok, J. (ed.). International Joint Conferences on Artificial Intelligence, p. 4752-4760 9 p. (IJCAI International Joint Conference on Artificial Intelligence).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Encoding High-Level Knowledge in Offline Multi-Agent Reinforcement Learning Using Reward Machines
Meshkat Alsadat, S. & Xu, Z., 2025, In: IEEE Control Systems Letters. 9, p. 3149-3154 6 p.Research output: Contribution to journal › Article › peer-review
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Enhancing Transient Dynamics Stabilization in Islanded Microgrids Through Adaptive and Hierarchical Data-Driven Predictive Droop Control
Nandakumar, A., Li, Y., Xu, Z. & Huang, D., 2025, In: IEEE Transactions on Smart Grid. 16, 1, p. 396-410 15 p.Research output: Contribution to journal › Article › peer-review
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CAREER: Temporal Causal Reinforcement Learning and Control for Autonomous and Swarm Cyber-Physical Systems
Xu, Z. (PI)
National Science Foundation (NSF)
3/1/24 → 2/28/29
Project: Research project
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CPS: Small: Neuro-Symbolic Learning and Control with High-Level Knowledge Inference
Xu, Z. (PI)
National Science Foundation (NSF)
7/1/23 → 6/30/26
Project: Research project
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Distributed Swarm Planning in Complex Low Communication Environments
Xu, Z. (PI)
DOD-NAVY: Office of Naval Research (ONR)
6/1/23 → 5/31/26
Project: Research project
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Competency-Aware Machine Learning (CAML) project
Xu, Z. (PI)
DOD: Defense Advanced Research Projects Agency (DARPA)
1/1/21 → 11/30/22
Project: Research project