Zhonghe (Catherine) Zheng

Ph.D. Student — Mechanical and Aerospace Engineering

Princeton University · IROM Lab

Advisor: Prof. Anirudha Majumdar

Robot Learning · World Models · Robotics

Zhonghe (Catherine) Zheng

About

I am a first-year Ph.D. student in the Department of Mechanical and Aerospace Engineering at Princeton University, advised by Prof. Anirudha Majumdar in the IROM Lab. I received my B.S. in Computer Science (Machine Learning & AI Track) with a minor in Robotics from the California Institute of Technology in 2025.


My research focuses on robot learning and world models — specifically, action-conditioned video world models for robotics. I am interested in building systems that can predict and reason about the future to enable more capable and generalizable robot behavior.

Research Experience

Sep 2025 – Present

IROM Lab — Princeton University

Advisor: Prof. Anirudha Majumdar

  • Surveying action-conditioned video world models with an emphasis on controllability, long-horizon prediction, and retention of pretrained visual knowledge
  • Developing a novel action-conditioned world model architecture to improve controllability while mitigating catastrophic forgetting during fine-tuning
  • Fine-tuned robot policies within a world model trained on autonomously collected play trajectories and conducted real-world hardware validation experiments
Oct 2024 – Jun 2025

Autonomous Robotics and Control Lab — Caltech

PI: Prof. Soon-Jo Chung · Mentor: Sorina Lupu

  • Worked on a custom biped platform exploring imitation learning and reinforcement learning for energy-efficient locomotion
  • Trained PPO-based locomotion policies in Isaac Lab for energy-efficient bipedal walking
Jun – Aug 2024

NASA Jet Propulsion Laboratory — Research Intern

Mentor: Dr. Ashish Goel

  • Validated the novel hazard avoidance algorithm Optimization Based Kinematic Settling (OBKS) for the Endurance mission
  • Developed a scalable evaluation pipeline for validating hazard-avoidance algorithms across multiple simulated terrains
  • Integrated OBKS into a state lattice planner and compared performance against the Nav2 planner
Jun – Aug 2023

Autonomous Robotics and Control Lab — Research Intern

PI: Prof. Soon-Jo Chung · Mentors: Dr. Matt Anderson, Joshua Cho

  • Led electrical integration for an autonomous drone car prototype
  • Integrated emergency power systems and customized flight controller communication pipelines
  • Conducted software testing and debugging while improving modularity and code reuse
  • Experimented with 6-DoF controller for the platform
Jan – Jun 2023

CHAOS — NASA Big Idea Challenge

  • Contributed to brainstorming, technical development, and proposal writing

Publications

Yin, T., Z. Mei, Z. Zheng, M. Yamane, D. Wang, J. Sceats, S. M. Bateman, L. Zha, A. Badithela, O. Shorinwa, and A. Majumdar. 2026. “PlayWorld: Learning Robot World Models from Autonomous Play.arXiv preprint arXiv:2603.09030.

Mei, Z., T. Yin, O. Shorinwa, A. Badithela, Z. Zheng, J. Bruno, M. Bland, L. Zha, A. Hancock, J. F. Fisac, and P. Dames. 2026. “Video Generation Models in Robotics: Applications, Research Challenges, Future Directions.arXiv preprint arXiv:2601.07823.

Zheng, C. 2024. “Autonomous Flying Ambulance: Hardware Integration and Testing.Caltech Undergraduate Research Journal.

Singh, P. R., N. Ng, A. Patel, C. Garrido, H. Carey, S. Daghlian, R. I. Ray, K. Pulungan, S. Polidoro, C. Zheng, and S.-J. Chung. 2023. “SPAMMM – Solar Powered Array for Melting Materials on the Moon.” In 2023 Regional Student Conferences. p. 71914.

Teaching

ME/CS/EE 133A Fall 2024

Robotics

Teaching Assistant — Caltech

  • Held office hours and recitations covering robotics, linear algebra, and Git
  • Explained concepts covering rigid body kinematics, dynamics, Jacobians, and manipulability
  • Graded assignments and exams with detailed feedback
ME/CS/EE 129 Spring 2024

Experimental Robotics

Teaching Assistant — Caltech

  • Mentored student teams in robotics software, ROS architectures, and hardware debugging
  • Provided weekly technical guidance and code reviews
CS 21 Winter 2024

Decidability & Tractability

Teaching Assistant — Caltech

  • Assisted students with automata theory, reductions, computability, and NP-completeness
  • Held office hours and graded assignments with constructive feedback

Honors & Awards

2025

Gordon Wu Fellowship

Princeton University Graduate Fellowship

2024

Edward C. Stone Voyager SURF Fellowship

Summer Undergraduate Research Fellowship — NASA Jet Propulsion Laboratory

2023

Marcella Bonsall SURF Fellowship

Summer Undergraduate Research Fellowship — Caltech