Projects per year
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Dive into the research topics where Mengdi Wang is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Policy Optimization for ReinforcementLearning Beyond Cumulative Rewards
4/1/21 → 3/31/24
Project: Research project
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Collaborative Research: Statistical Optimization for Barcoding and Decoding Single-Cell Dynamics via CRISPR Gene Editing
NSF - National Science Foundation
8/1/20 → 7/31/23
Project: Research project
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Stochastic Optimization and Learning for Planning in Autonomous Systems
Powell, W. B. & Wang, M.
Air Force Office of Scientific Research
7/1/19 → 6/30/22
Project: Research project
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CAREER: Stochastic Nested Composition Optimization: Theory and Algorithms
NSF - National Science Foundation
2/1/17 → 1/31/23
Project: Research project
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Closing the Duality Gap: Decomposition of High-Dimensional Nonconvex Optimization
NSF - National Science Foundation
9/1/16 → 8/31/19
Project: Research project
Research output
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Beyond Cumulative Returns via Reinforcement Learning over State-Action Occupancy Measures
Zhang, J., Bedi, A. S., Wang, M. & Koppel, A., May 25 2021, 2021 American Control Conference, ACC 2021. Institute of Electrical and Electronics Engineers Inc., p. 894-901 8 p. 9482783. (Proceedings of the American Control Conference; vol. 2021-May).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Contrastive multi-document question generation
Cho, W. S., Zhang, Y., Rao, S., Celikyilmaz, A., Xiong, C., Gao, J., Wang, M. & Dolan, B., 2021, EACL 2021 - 16th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference. Association for Computational Linguistics (ACL), p. 12-30 19 p. (EACL 2021 - 16th Conference of the European Chapter of the Association for Computational Linguistics, Proceedings of the Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Deep neural networks offer morphologic classification and diagnosis of bacterial vaginosis
Wang, Z., Zhang, L., Zhao, M., Wang, Y., Bai, H., Wang, Y., Rui, C., Fan, C., Li, J., Li, N., Liu, X., Wang, Z., Si, Y., Feng, A., Li, M., Zhang, Q., Yang, Z., Wang, M., Wu, W., Cao, Y. & 11 others, , Feb 2021, In: Journal of Clinical Microbiology. 59, 2, e02236-20.Research output: Contribution to journal › Article › peer-review
3 Scopus citations -
Learning Good State and Action Representations via Tensor Decomposition
Ni, C., Zhang, A. R., Duan, Y. & Wang, M., Jul 12 2021, 2021 IEEE International Symposium on Information Theory, ISIT 2021 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1682-1687 6 p. (IEEE International Symposium on Information Theory - Proceedings; vol. 2021-July).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Variance reduced value iteration and faster algorithms for solving Markov decision processes
Sidford, A., Wang, M., Wu, X. & Ye, Y., 2021, (Accepted/In press) In: Naval Research Logistics.Research output: Contribution to journal › Article › peer-review