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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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Collaborations and top research areas from the last five years
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Collaborative Research: CPS: Medium: Provably Safe and Robust Multi-Agent Reinforcement Learning with Applications in Urban Air Mobility
Wang, M. (PI)
NSF - National Science Foundation
6/1/23 → 5/31/26
Project: Research project
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Policy Optimization for ReinforcementLearning Beyond Cumulative Rewards
Wang, M. (PI)
4/1/21 → 3/31/25
Project: Research project
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Collaborative Research: Statistical Optimization for Barcoding and Decoding Single-Cell Dynamics via CRISPR Gene Editing
Wang, M. (PI)
NSF - National Science Foundation
8/1/20 → 7/31/24
Project: Research project
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Stochastic Optimization and Learning for Planning in Autonomous Systems
Powell, W. B. (PI) & Wang, M. (PI)
Air Force Office of Scientific Research
7/1/19 → 6/30/22
Project: Research project
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A call for built-in biosecurity safeguards for generative AI tools
Wang, M., Zhang, Z., Bedi, A. S., Velasquez, A., Guerra, S., Lin-Gibson, S., Cong, L., Qu, Y., Chakraborty, S., Blewett, M., Ma, J., Xing, E. & Church, G., Jun 2025, In: Nature biotechnology. 43, 6, p. 845-847 3 p.Research output: Contribution to journal › Letter › peer-review
6 Scopus citations -
A COMMON PITFALL OF MARGIN-BASED LANGUAGE MODEL ALIGNMENT: GRADIENT ENTANGLEMENT
Yuan, H., Zeng, Y., Wu, Y., Wang, H., Wang, M. & Leqi, L., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 97925-97944 20 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Collab: Controlled Decoding using Mixture of Agents for LLM Alignment
Chakraborty, S., Bhatt, S., Sehwag, U. M., Koppel, A., Ghosal, S. S., Qiu, J., Wang, M., Manocha, D., Huang, F. & Ganesh, S., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 13304-13325 22 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
1 Scopus citations -
CRISPR-GPT for agentic automation of gene-editing experiments
Qu, Y., Huang, K., Yin, M., Zhan, K., Liu, D., Yin, D., Cousins, H. C., Johnson, W. A., Wang, X., Shah, M., Altman, R. B., Zhou, D., Wang, M. & Cong, L., 2025, (Accepted/In press) In: Nature Biomedical Engineering.Research output: Contribution to journal › Article › peer-review
Open Access19 Scopus citations -
Dall-EM: Generative AI with Diffusion Models for New Design Space Discovery and Target-To-Electromagnetic Structure Synthesis
Guo, Y., Karahan, E. A., Li, Z., Shao, Z., Zhang, Z., Wang, M. & Sengupta, K., 2025, 2025 IEEE/MTT-S International Microwave Symposium, IMS 2025. Institute of Electrical and Electronics Engineers Inc., p. 926-929 4 p. (IEEE MTT-S International Microwave Symposium Digest).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution