Allen Z. Ren     任至意

Ph.D. Student Intelligent Robot Motion (IRoM) Lab Department of Mechanical and Aerospace Engineering Princeton University Advisor: Prof. Anirudha Majumdar Email: allen.ren@princeton.edu

My research interests lie in improving generalization performance and safety of agile robotic systems under rich sensing
and allowing their fast adaptation in new, potentially out-of-distribution tasks and environments. I am particularly
excited to leverage algorithmic and theoretical tools from machine learning, optimization, optimal control theory, and
3D modeling to tackle robotic tasks including contact-rich manipulation, legged robot navigation, and drone maneuvering in wind.

Ph.D. Research

Sim-to-Lab-to-Real: Safe Reinforcement Learning with Shielding and Generalization Guarantees Kai-Chieh Hsu*, Allen Z. Ren*, Duy Phuong Nguyen, Jaime F. Fisac**, and Anirudha Majumdar** *Equal contribution in alphabetical order; ** Equal advising Under Review at Artificial Intelligence Journal, 2022 Oral, Generalizable Policy Learning in the Physical World Workshop, International Conference of Learning Representations (ICLR), 2022 Arxiv | Website | Bibtex

Leveraging Language for Accelerated Learning of Tool Manipulation Allen Z. Ren, Bharat Govil, Tsung-Yen Yang, Karthik Narasimhan, Anirudha Majumdar Under Review, 2022 Arxiv | Bibtex

Failure Prediction with Statistical Guarantees for Vision-Based Robot Control Alec Farid*, David Snyder*, Allen Z. Ren, Anirudha Majumdar (*Equal contribution) Robotics: Science and Systems (RSS), 2022 Arxiv | Video | Bibtex

Distributionally Robust Policy Learning via Adversarial Environment Generation Allen Z. Ren, Anirudha Majumdar IEEE Robotics and Automation Letters (RA-L), 2022 Arxiv | IEEE | Code | Video | Bibtex

Stronger Generalization Guarantees for Robot Learning by Combining Generative Models and Real-World Data Abhinav Agarwal, Sushant Veer, Allen Z. Ren, and Anirudha Majumdar International Conference on Robotics and Automation (ICRA), 2022 Arxiv | Bibtex

Generalization Guarantees for Imitation Learning Allen Z. Ren, Sushant Veer, Anirudha Majumdar Conference on Robot Learning (CoRL), 2020 Arxiv | Code | Experiment Video | 5min Presentation | Bibtex

Education

• Ph.D. Student in Mechanical Engineering, Princeton University, 2019-Present

• M.S.E. Robotics, Johns Hopkins University, 2018-2019

• B.S. Mechanical Engineering, Minor in Mathematics, Johns Hopkins University, 2015-2019
  Advisor: Prof. Chen Li

Undergraduate Research

• Built insect-inspired legged robots and investigated general principles of terrestrial locomotion through robophysical experiments APS 2018, BB 2019

• Developed a proprioceptive contact-detection leg observer for Minitaur robot and applied it to disturbance and touchdown detection during stair climbing, with Prof. Aaron Johnson RISS 2018

• Built a “smart” guitar that measures forces applied by the fingers at 72 locations on the fretboard IEEE Sensor 2019, More details

Service

• Co-organizer, Princeton Robotics Seminar

• Webmaster, Robotics at Princeton

About Me

I am from Jiangsu, China. At 16 I came to the U.S. alone to continue high school. I speak Wu and Mandarin natively.
I enjoy watching and playing soccer, hitting the gym, and traveling/backpacking. I am also an aviation enthusiast and hold a private pilot license (my story in Chinese).
As much as I want to use my first name in Chinese, Zhiyi, I find it very difficult to pronounce for non-native speakers.