Furong Huang

Associate Professor
Biography
Furong Huang is an Associate Professor in the Department of Computer Science at the University of Maryland. She is also affiliated with the Center for Machine Learning at Institute for Advanced Computer Studies, the Maryland Robotics Center, the Applied Mathematics, Statistics, and Scientific Computation Program, and the Department of Electrical and Computer Engineering.
Her research bridges trustworthy machine learning, sequential decision-making, and generative AI, with a strong emphasis on developing foundation models for robotics. These models aim to unify perception, planning, and control across diverse robotic platforms. Dr. Huang’s broader vision is to build intelligent systems that are not only high-performing, but also reliable, interpretable, and aligned with human values. Her work combines theoretical rigor with real-world impact, enabling systems that are robust, adaptable, and safe.
Honors and Awards
| Year | Type | Org. | Name |
|---|---|---|---|
| 2024 | Award |
Best Paper Best Paper Award at the New Frontiers in Adversarial Machine Learning (AdvML Frontier) Workshop, NeurIPS 2024. |
|
| 2022 | Award |
JP Morgan Faculty Research Award |
|
| 2022 | Award |
Best Paper Outstanding Paper Award at the Trustworthy and Socially Responsible Machine Learning Workshop, NeurIPS 2022. |
|
| 2021 | Award |
Best Paper Best Paper Award at Safe and Robust Control of Uncertain Systems, NeurIPS 2021. |
|
| 2020 | Award |
JP Morgan Faculty Research Award |
|
| 2019 | Award |
JP Morgan Faculty Research Award |
|
| 2019 | Award | NSF |
CISE CRII |
| 2017 | Award |
Adobe Faculty Research Award |