Woosung (Reiss) Koh
Woosung (Reiss) Koh

Research Intern

About Me

👋 Hi! My research interests revolve around efficiently scaling foundation models to achieve wide-reaching and superhuman abilities in the long-run. I hope that such advancements will be benefitial to humanity, especially to those that continue to be marginalized. I lived 18 years abroad and 6 years (on-going) in Korea. My native language is English — recently becoming bilingual with the addition of Korean.

Interests
  • Foundation Models
  • Reinforcement Learning
Education
  • Undergraduate

    Yonsei University

  • Diploma Programme

    International Baccalaureate

📚 Publications

*First Author(s), ^Advisor(s)

(2024). C$^2$: Scalable Auto-Feedback for LLM-based Chart Generation. (Under Review).
(2024). FlickerFusion: Intra-trajectory Domain Generalizing Multi-Agent RL. NeurIPS 2024 OWA Workshop (Under Review).
(2024). Encoding Temporal Statistical-space Priors via Augmented Representation. IJCAI 2024 STRL Workshop (Oral).
(2024). Curriculum Learning and Imitation Learning for Model-free Control on Financial Time-series. AAAI 2024 AI4TS Workshop (Oral) (Top 27% of Accepted Papers).
(2024). Network-based exploratory data analysis and explainable three-stage deep clustering for financial customer profiling. Engineering Applications of Artificial Intelligence (SCI, Q1).
🧐 Currently Working On
I am currently primarily working on methods to improve Foundation Agents and LLM Reasoning!
🌟 Why I Do Research

Numerous experiences inspire me to do research. Here are two representative examples.

(1) Out of the blue, at the beginning of the COVID-19 pandemic, I began suffering from chronic pain. It was excruciating pain, 24/7. I had to go to the emergency room twice and faced significant physio-psychological challenges. Despite consulting multiple major institutions and clinical departments, I was unable to receive a definitive diagnosis.

Naturally, I took matters into my own hands—I read numerous research papers and other online resources to try to find a diagnosis, while continuing to search for clinicians who could help me. Eventually, through numerous interventions, my chronic pain was (mostly) resolved after 1.5 years. I am happy to share that I now have it completely under control. In addition, most of my pain-induced psychological challenges have been fully resolved, and I believe I am now arguably healthier than before.

Through this journey, I came to realize that my well-being—and that of others—rests on the shoulders of technological advancement. I believe I wouldn’t be where I am today without the support of science and society, and it is my responsibility to give back what I have received.

(2) During my mandatory national service (which lasted 21 months), I had the pleasure of working at a social welfare center. This period significantly overlapped with the chronic pain I described in (1). Some of my time was spent with marginalized elderly individuals and those with physical or cognitive disabilities, but most of it was dedicated to working with primary school children.

Among these children, there was one girl who had a developmental disability. Unfortunately, she struggled to socialize with her neurotypical peers and was sometimes excluded. Despite the senior caregivers’ best efforts, she continued to face difficulties thriving in that environment. Eventually, she transferred to a more specialized facility, though she would occasionally visit us.

This experience of feeling helpless while caring for underprivileged individuals and groups inspires me to find ways to enrich and empower the lives of others. I believe that advancing science is one of the best ways I can make a meaningful, positive impact. I hope to see a future where humanity’s progress fosters wide-spread inclusiveness.

🎨 Leisure and Hobbies
🐹 First, I enjoy watching videos of cute animals. If you look at my for you page it is mostly guinea pigs, hamsters, rabbits, and so forth. Guinea pigs are my favorite! 🏋 A few times a week I go to the gym for weight training. When I was younger I played a lot of badminton, while dabbling with table tennis, tennis, soccer, swimming, and golf. 🛫 Occasionally, I like to travel around with friends and family! I have been to Korea, Japan (Osaka, Kyoto, Nara, Tokyo), Thailand (Bangkok), Indonesia (Jakarta, Bali), Malaysia (Kuala Lumpur, Genting Highlands), Singapore, Bangladesh (Dhaka, Cox’s Bazar), Hong Kong, and Canada (Vancouver). 🥂 I typically do not drink — good white wine and champagne are exceptions. 🍣 I also love sea food — e.g. sushi/sashimi (tuna, salmon, uni, fish roe), abalone, crab. I especially love grilling fresh clams! 📺 I occasionally enjoy watching sit coms. 🎼 I usually am always listening to music. When I was younger I briefly played the clarinet, drums, piano, violin, and guitar (in that order of fluency).