Ruochu Yang

I am an Applied Scientist at Amazon SPX AI Lab. I hold a PhD degree at Georgia Tech advised by Prof. Fumin Zhang and Prof. Yorai Wardi , and a Bachelor degree at Nankai University advised by Prof. Jing Yuan. My research focuses on Robotics, Agentic AI, and Reinforcement Learning.

ruochuyang@gmail.com  /  Google Scholar  /  LinkedIn

profile photo
News

[May, 2026]  Passed my PhD Dissertation Defense at Georgia Tech, Atlanta, USA
[Nov, 2025]  Started as Applied Scientist at Amazon SPX AI Lab, Seattle, USA
[May, 2025]  Started as Applied Scientist Intern at Amazon AGI, Seattle, USA
[Feb, 2025]  Passed my PhD Proposal at Georgia Tech, Atlanta, USA
[May, 2024]  Started as Applied Scientist Intern at Amazon AGI, Seattle, USA
[Feb, 2021]  Started as Software Engineering Intern at Cruise, San Francisco, USA

Publications
Interleaved POMDP Planning for Multi-Object Search in Unknown Multi-Room Household Environments
Ruochu Yang, Ziyi Xia, Huibo Zhang, Yatong Han, Yiming Zhao, Yingke Li, Fumin Zhang, Yorai Wardi, Mengxue Hou
arXiv, accepted at IROS 2026
paper / website
Interleaved LLM and Motion Planning for Generalized Multi-Object Collection in Large Scene Graphs
Ruochu Yang, Yu Zhou, Fumin Zhang, Mengxue Hou
International Conference on Ubiquitous Robots (UR), 2026
paper / code / website
On Retrieval of Long Audios with Complex Text Queries
Ruochu Yang, Milind Rao, Harshavardhan Sundar, Anirudh Raju, Aparna Khare, Srinath Tankasala, Di He, Venkatesh Ravichandran
Proc. Interspeech, 2025
paper / code / website
Active Perception for Underwater Vehicle Navigation based on Belief Space Planning
Zongyao Liu, Ruochu Yang, Mengxue Hou
IEEE OCEANS Great Lakes, 2025
paper
An Open-source Underwater Robotics Platform for Aquatic Research & Exploration
Scott Mayberry, Jinzhi Cai, Ruochu Yang, Junkai Wang, Fumin Zhang
HardwareX, 2025
paper / code
Flow Field Estimation in Underwater Vehicle Navigation Using Sporadic Image Observations
Yu Zhou, Ruochu Yang, Mengxue Hou
International Conference on Ubiquitous Robots (UR), 2025
paper
OceanPlan: Hierarchical Planning and Replanning for Natural Language AUV Piloting in Large-Scale Unexplored Ocean Environments
Ruochu Yang, Fumin Zhang, Mengxue Hou
International Conference on Underwater Networks & Systems (WUWNet), 2024
paper / website
OceanChat: Piloting Autonomous Underwater Vehicles in Natural Language
Ruochu Yang, Mengxue Hou, Junkai Wang, Fumin Zhang
arXiv, 2023
paper / website
Real-time Autonomous Glider Navigation Software
Ruochu Yang, Mengxue Hou, Chad Lembke, Catherine Edwards, Fumin Zhang
IEEE OCEANS Limerick, 2023
paper / website
General Anomaly Detection of Underwater Gliders Validated by Large-scale Deployment Datasets
Ruochu Yang, Chad Lembke, Fumin Zhang, Catherine Edwards, Fumin Zhang
IEEE OCEANS Gulf Coast, 2023
paper
Anomaly Detection of Underwater Gliders Verified by Deployment Data
Ruochu Yang, Mengxue Hou, Chda Lembke, Catherine Edwards, Fumin Zhang
IEEE Underwater Technology (UT), 2023
paper
A Flexible Rope Crane Experiment System
Ruochu Yang, Can Jiang, Yucheng Miao, Jin Ma, Xiaoyang Zhang, Tong Yang, Ning Sun
Applications of Modelling and Simulation, 2019
paper
Awards
  • Gong Neng Scholarship (rank 10%) — Nankai University, 2019
  • Excellent Undergraduate of the College of Artificial Intelligence (rank 10%) — Nankai University, 2018
  • College First Prize for Undergraduate Innovation Project (rank 1%) — Nankai University, 2017
Academic Service
  • Conference Reviewer — IROS, ICRA, ACC
  • Journal Reviewer — Journal of Intelligent & Robotic Systems, IEEE Journal of Oceanic Engineering, IEEE Transactions on Automation Science and Engineering
  • Teaching Assistant — Georgia Tech VIP Underwater Robotics (Fall 2021), Georgia Tech Digital Design Lab (Fall 2025)
Fun Facts

Basketball, Tennis, Movie