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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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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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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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Closing the Duality Gap: Decomposition of High-Dimensional Nonconvex Optimization
NSF - National Science Foundation
9/1/16 → 8/31/19
Project: Research project
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dCas9-based gene editing for cleavage-free genomic knock-in of long sequences
Wang, C., Qu, Y., Cheng, J. K. W., Hughes, N. W., Zhang, Q., Wang, M. & Cong, L., Feb 2022, In: Nature cell biology. 24, 2, p. 268-278 11 p.Research output: Contribution to journal › Article › peer-review
Open Access5 Scopus citations -
Machine-learning-optimized Cas12a barcoding enables the recovery of single-cell lineages and transcriptional profiles
Hughes, N. W., Qu, Y., Zhang, J., Tang, W., Pierce, J., Wang, C., Agrawal, A., Morri, M., Neff, N., Winslow, M. M., Wang, M. & Cong, L., Aug 18 2022, In: Molecular Cell. 82, 16, p. 3103-3118.e8Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Neural Bandits for Protein Sequence Optimization
Wang, C., Kim, J., Cong, L. & Wang, M., 2022, 2022 56th Annual Conference on Information Sciences and Systems, CISS 2022. Institute of Electrical and Electronics Engineers Inc., p. 188-193 6 p. (2022 56th Annual Conference on Information Sciences and Systems, CISS 2022).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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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
1 Scopus citations -
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
2 Scopus citations