Projects per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Collaborations and top research areas from the last five years
Projects
- 6 Finished
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FAI: Advancing Fairness in AI with Human-Algorithm Collaborations
Wu, S. (PI)
THE NATIONAL SCIENCE FOUNDATION
1/1/20 → 4/30/21
Project: Research project
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FAI: Advancing Fairness in AI with Human-Algorithm Collaborations
Wu, S. (PI)
1/1/20 → 8/10/20
Project: Research project
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EAGER: AI-DCL: Capture, Explain and Negotiate the Inherent Trade-offs in Machine Learning Algorithms
Zhu, H. (PI), Snyder, M. (CoI), Terveen, L. G. (CoI) & Wu, S. (CoI)
THE NATIONAL SCIENCE FOUNDATION
10/1/19 → 10/1/19
Project: Research project
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EAGER: AI-DCL: Capture, Explain and Negotiate the Inherent Trade-offs in Machine Learning Algorithms
Terveen, L. G. (PI), Snyder, M. (CoI) & Wu, S. (Prior Principal Investigator)
CARNEGIE MELLON UNIVERSITY, THE NATIONAL SCIENCE FOUNDATION
10/1/19 → 9/30/22
Project: Research project
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CHS:Small: Incorporating and Balancing Stakeholder Values in Algorithm Design
Terveen, L. G. (PI), Snyder, M. (CoI) & Wu, S. (CoI)
CARNEGIE MELLON UNIVERSITY, THE NATIONAL SCIENCE FOUNDATION
8/1/19 → 7/31/23
Project: Research project
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Understanding Clipping for Federated Learning: Convergence and Client-Level Differential Privacy
Zhang, X., Chen, X., Hong, M., Wu, Z. S. & Yi, J., 2022, In: Proceedings of Machine Learning Research. 162, p. 26048-26067 20 p.Research output: Contribution to journal › Conference article › peer-review
26 Scopus citations -
Distributed training with heterogeneous data: Bridging median- And mean-based algorithms
Chen, X., Chen, T., Sun, H., Wu, S. & Hong, M., 2020, In: Advances in Neural Information Processing Systems. 2020-DecemberResearch output: Contribution to journal › Conference article › peer-review
22 Scopus citations -
Keeping designers in the loop: Communicating inherent algorithmic trade-offs across multiple objectives
Yu, B., Yuan, Y., Terveen, L., Wu, Z. S., Forlizzi, J. & Zhu, H., Jul 3 2020, DIS 2020 - Proceedings of the 2020 ACM Designing Interactive Systems Conference. Association for Computing Machinery, Inc, p. 1245-1257 13 p. (DIS 2020 - Proceedings of the 2020 ACM Designing Interactive Systems Conference).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open Access42 Scopus citations -
Multidimensional Dynamic Pricing for Welfare Maximization
Roth, A., Slivkins, A., Ullman, J. & Wu, Z. S., Apr 2020, In: ACM Transactions on Economics and Computation. 8, 1, 6.Research output: Contribution to journal › Article › peer-review
4 Scopus citations -
Understanding gradient clipping in private SGD: A geometric perspective
Chen, X., Wu, S. & Hong, M., 2020, In: Advances in Neural Information Processing Systems. 2020-DecemberResearch output: Contribution to journal › Conference article › peer-review
87 Scopus citations