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Seungeun (Ross) Rho

Hello! I’m a third-year Computer Science Ph.D. student at Georgia Tech, and I am fortunate to be advised by Dr. Sehoon Ha. I received my Master's and Bachelor's degrees in Computer Science from Seoul National University. I also closely work with Dr. Xue Bin Peng and Dr. Danfei Xu. I am interested in reinforcement learning and its applications to robotics.

 

 

 

PhD in Computer Science
2023 -

Robotics AI Institute, Research Intern
2025 Jan - May

 

 

Publications
Reference Grounded Skill Discovery

Seungeun Rho, Aaron Trinh, Danfei Xu, Sehoon Ha
ICLR 2026

[Arxiv] [Project]

Flip Stunts on Bike-Like Robots using Iterative Motion Imitation

Jeonghwan Kim, Shamel Fahmi, Seungeun Rho, Sehoon Ha, Gabriel Nelson
ICRA 2026
Work done during internship at the RAI Institute

[Project] [Blog]

Switch4EAI: Leveraging Console Game Platform for Benchmarking Robotic Athletics

Tianyu Li, Jeonghwan Kim, Wontaek Kim, Donghoon Baek, Seungeun Rho, Sehoon Ha
CoRL Open-Source Hardware Workshop 2025

[Arxiv] [Project]

Unsupervised Skill Discovery as Exploration for Learning Agile Locomotion

Seungeun Rho*, Kartik Garg*, Morgan Byrd, Sehoon Ha
CoRL 2025

[Arxiv] [Project]

Language Guided Skill Discovery

Seungeun Rho, Laura Smith, Tianyu Li, Sergey Levine, Xue Bin Peng, Sehoon Ha
ICLR 2025

[Arxiv] [Project]

Wing strain based flight control of flapping-wing drones through reinforcement learning

Taewi Kim*, Insic Hong*, Sunghoon Im*, Seungeun Rho*, [+19 more]
Nature Machine Intelligence 2024

[Paper]

Efficient Latent Variable Modeling for Knowledge-Grounded Dialogue Generation

Gunsoo Han, Daejin Jo, Daniel Wontae Nam, Eunseop Yoon, Taehwan Kwon, Seungeun Rho, Kyoung-Woon On, Chang D. Yoo, Sungwoong Kim
EMNLP Findings 2023

[Paper]

LECO: Learnable Episodic Count for Task-Specific Intrinsic Reward

Daejin Jo, Sungwoong Kim, Daniel Wontae Nam, Taehwan Kwon, Seungeun Rho, Jongmin Kim, Donghoon Lee
NeurIPS 2022

[Arxiv] [pdf]

Creating Pro-Level AI for a Real-Time Fighting Game using Deep Reinforcement Learning

Inseok Oh*, Seungeun Rho*, Sangbin Moon, Seongho Son, Hyoil Lee, Jinyun Chung
AAAI 2021, RL in Games Workshop
IEEE Transactions on Games 2025, Outstanding Paper Award

[Arxiv]

* indicates equal contribution

 

 

Projects
[RL Competition] NeurIPS 22' IGLU Challenge - 1st place winner

2022

Our team, "happy_igpu," won both 1st place and the research prize.

[leaderboard]
[RL Competition] Google Research Football with Manchester City F.C. - Gold Medal

2021

As a team leader (of the team "liveinparis"), our agent, trained with fictitious self-play, ranked 6th out of 1,138 teams.

[leaderboard] [github] [approach]
MinimalRL - ★ +3.1K

2021

I implemented basic RL algorithms with minimal lines of codes including: PPO, SAC, ACER, A2C, A3C, DQN, DDPG, etc.

[github]
 

 


Scholarly Activities
  • ICRA 2026, TMLR 2026 - Reviewer
  • NeurIPS 2025, ICLR 2025 - Reviewer
  • NeurIPS 2024 - Reviewer
Teaching Experience
  • SPRING 2026, FALL 2025 - Reinforcement Learning Teaching Assistant (CS7642)
  • SPRING 2024 - Computer Animation Teaching Assistant (CS4496)