cv
Basics
| Name | Jianyu An |
| Label | Computer Science |
| jianyu34@umd.edu | |
| Url | https://furrrow.github.io/ |
| Summary | Computer Science PhD Student at University of Maryland, College Park |
Work
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May 2025 - Aug 2025 AI Researcher
Skyline Nav AI
Experimented with various state of the art vision based localization methods for UAVs in GPS denied environments
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Aug 2024 - Present -
Aug 2016 - Dec 2024 AI Engineer
Naval Air Warfare Center, Patuxent River, MD
Various positions covering Test and Evaluation (T&E) of flight systems, Statistical trade studies using DoD Simulations, and Various Science and Technology (S&T) Projects
- AI Researcher, Autonomy and AI Applications Division
- Operations Research Analyst, Mission Engineering and Analysis Division
- Flight Test Engineer: JSF Program
Volunteer
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Sep 2016 - Sep 2020 Lexington Park, Marlyand
PC (provider in charge)
Emergency Medical Technitian
Volunteered at a local EMS station during my time at Lexington Park
- EMT-B certification
Education
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Sep 2012 - May 2016 Blacksburg, Virginia
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Jan 2020 - Dec 2023 Atlanta, Georgia
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Aug 2024 - Present College Park, Maryland
Publications
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2025 HALO: Human Preference Aligned Offline Reward Learning for Robot Navigation
Conference on Robot Learning (CoRL), Seoul, Korea
We used offline reinforcement learning to learn human intuition in navigation. This learned reward function was used to guide robot navigation.
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2025 SAFE-SMART: Safety Analysis and Formal Evaluation using STL Metrics for Autonomous RoboTs.
under review
Our first work incorporating Signal Temporal Logic (STL) specifications into training mobile robots to provide better compliance with safety rules.
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2022 AI Training Framework for a Medium Fidelity Environment.
Naval Applications of Machine Learning (NAML), San Diego, CA
(Link unavailable) We developed a machine learning plugin to communicate with agents inside a DoD simulation. Using this plugin, we were able to train competing machine learning agents in the simulation environment
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2017 Capillary spreading of contact line over a sinking sphere
Applied Physics Letters
We explored contact line dynamics over a sinking solid sphere.
Interests
| Computer Science | |||||
| Navigation | |||||
| Reinforcement Learning | |||||
| Alignment | |||||
| Test and Evaluation | |||||