Mission:
We study engineering design principles for machines that learn and interact with human beings. Focused research topics include
We study engineering design principles for machines that learn and interact with human beings. Focused research topics include
- (1) methods for identifying worst-case risks (e.g., corner cases in self-driving and adversarial attacks against learning machines such as neural networks),
- (2) theories for enabling competence awareness of intelligent systems (e.g., risk certification of self-driving cars during interactions with human beings),
- and (3) new educational tools to prepare future engineers and designers with knowledge to conduct risk specifications and design for intelligent engineering products.
News:
[Aug 1, 2021] Ren and colleagues received an NSF cybersecurity award to counter DeepFake
[Jun 7, 2021] Yi presented his work on incomplete-information differential game at ICRA2021
[May 7, 2021] Changhoon presented his work on generative model attribution at ICLR2021
[Aug 1, 2020] Sheng joins the lab
[Aug 1, 2020] Lei joins the lab
[Aug 1, 2020] Ren and colleagues lead the planning of an NSF AI institute for 4D materials discovery
[Sep 23, 2019] Our work on classification through generative models is presented at ICIP 2019
[Aug 15, 2019] Ren received Amazon AWS Machine Learning Research Award
[Aug 12, 2019] Openings for new PhD students
[Aug 7, 2019] Ren received a NSF NRI award to work on Socially Adept Autonomous Driving
[Jul 12, 2019] Hope Yao passed his PhD defense
[Jun 19, 2019] Ren presented at CVPR 2019
[May 21, 2019] Ren presented at ICRA 2019
[Aug 1, 2021] Ren and colleagues received an NSF cybersecurity award to counter DeepFake
[Jun 7, 2021] Yi presented his work on incomplete-information differential game at ICRA2021
[May 7, 2021] Changhoon presented his work on generative model attribution at ICLR2021
[Aug 1, 2020] Sheng joins the lab
[Aug 1, 2020] Lei joins the lab
[Aug 1, 2020] Ren and colleagues lead the planning of an NSF AI institute for 4D materials discovery
[Sep 23, 2019] Our work on classification through generative models is presented at ICIP 2019
[Aug 15, 2019] Ren received Amazon AWS Machine Learning Research Award
[Aug 12, 2019] Openings for new PhD students
[Aug 7, 2019] Ren received a NSF NRI award to work on Socially Adept Autonomous Driving
[Jul 12, 2019] Hope Yao passed his PhD defense
[Jun 19, 2019] Ren presented at CVPR 2019
[May 21, 2019] Ren presented at ICRA 2019
People:
Alumni - Job, Major (Year of graduation):