Contact Info
Affiliated Labs
Specialization and Research Interests
My research interests include nonlinear estimation, numerical and distributed optimization, learning and probabilistic inference, applied to sensing, perception, and decision making in single and multi-robot systems.
Teaching Interests
Dynamical systems and control, sensing & estimation, optimization, autonomy, robotics
Academic Degrees
B.S., 2006, Polytechnic University of Turin, with highest honors; S.M., 2008, Polytechnic University of Turin, with highest honors; S.M., 2008, Polytechnic University of Milan, with highest honors; Ph.D., 2012, Polytechnic University of Turin
Society Memberships
Senior Member, Institute of Electrical and Electronics Engineers (IEEE)
Associate Fellow, American Institute of Aeronautics and Astronautics (AIAA)
Positions Held at MIT
Raymond L. Bisplinghoff Faculty Fellow, 2024-2026; Boeing Career Development Associate Professor, July 2023-2025; Sloan research Fellow, 2023; Leonardo Career Development Assistant Professor, July 2020-2021; Charles Stark Draper Assistant Professor, 2017-2020; Research Scientist, 2016-2017; postdoctoral associate, 2015-2016
Positions Held outside MIT
Postdoctoral fellow, Georgia Institute of Technology, 2013-2015; visiting scholar, University of California Santa Barbara, 2011; visiting scholar, University of Zaragoza (Spain), 2010
Awards & Honors
- Outstanding Systems Paper Award at the Robotics: Science and Systems (RSS) conference, 2024
- IEEE Transactions on Robotics King-Sun Fu Memorial Best Paper Award, 2023
- AIAA Aeronautics and Astronautics Advising Award, 2022
- Best Student Paper Award at the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021
- Outstanding Associate Editor Award, International Conference on Robotics and Automation (ICRA), 2021
Research
- Khronos: A unified approach for spatio-temporal metric-semantic SLAM in dynamic environments Robotics: Science and Systems (RSS) (2024), L. Schmid, M. Abate, Y. Chang, and L. Carlone
- Estimation contracts for outlier-robust geometric perception Foundations and Trends (FnT) in Robotics (2023), L. Carlone
- Certifiably optimal outlier-robust geometric perception: Semidefinite relaxations and scalable global optimization IEEE Transactions on Pattern Analysis and Machine Intelligence (2022), H. Yang and L. Carlone
- Optimal Pose and Shape Estimation for Category-level 3D Object Perception Robotics: Science and Systems 2021 (2021), Jingnan Shi, Heng Yang, Luca Carlone
- Graduated Non-Convexity for Robust Spatial Perception: From Non-Minimal Solvers to Global Outlier Rejection IEEE Robotics and Automation Letters (2020), Heng Yang, Pasquale Antonante, Vasileios Tzoumas, Luca Carlone