Taeheon Lee

Taeheon Lee

Research Scientist

Location
#1405 311, Gangnam-daero, Seocho-Gu, 06628, Seoul, Republic of Korea, South Korea
Email
Phone
(082) 10-7237-7849
Website
https://thlee93.github.io
GitHub
thlee93
LinkedIn
Taeheon Lee

Experience

present

Research Lead at Haechi Labs

Haechi Labs solves the complicated experience of digital assets.

Highlights

  • Investigated major stablecoin protocols and published reports on them
  • Designed an algorithmic stablecoin protocol based on fractionally collateralized mechanism
  • Investigated major DeFi protocols like lending protocols and DEXes

Team Lead at Looxid Labs

Looxid Labs, a digital healthcare startup, aims to construct digital intervention systems for cognitive decline with VR and wearable EEG sensors.

Highlights

  • Developed robust and interpretable deep learning algorithms for analyzing EEG recordings
  • Developed clinical decision support system for sleep staging from EEG recordings
  • Designed serious games tageted for senior adults that train cognitive skills (working memory, executive function, and spatial navigation)
  • Validated the screening efficacy of the product with clinical trials in several hospitals

Machine Learning Researcher (part-time) at Decon

Decon was a token economy consulting firm at Seoul, Korea. In Decon, I worked as a machine learning researcher to quantitatively model token economy ecosystem. Our objective was to optimize token economy design in a more sustainable way.

Highlights

  • Simulated token economy system using reinforcement agents (multi-armed bandit)

Researcher at Decipher

Decipher, a Blockchain research group at Seoul National University, aims to investigate Blockchain technology. I studied various technolgical aspects of Blockchain and published Medium article as a result of my study.

Highlights

  • Investigated blockchain as a IoT Infrastructure (IoT team, team leader)
  • Investigated token modeling framework (token economy team, researcher)
  • Investigated smart contract security and upgradeability (smart contract team, researcher)

Education

Master in Computer Science from Seoul National University

Bachelor in Electrical Engineering from Korea Advanced Institute of Science and Technology

High School Diploma in French from Daewon Foreign Language High School

Awards

Excellent Biological Papers of Korea (recommended from Faculty Opinions) from Biological Research Information Center, BRIC

Paper written during Master’s degree got recommended

HDAC Blockchain Hackathon from Hyundai DAC

Special Awards

Security Hackathon for IoT & Blockchain from Ministry of Science and ICT, Republic of Korea

3rd place

Yoon & Kim Research Scholarship from Korea Advanced Institute of Science and Technology

Scholarship and Research Internship

Publications

Synergy through Integration of Wearable EEG and Virtual Reality for Mild Cognitive Impairment and Mild Dementia Screening published at IEEE Journal of Biomedical and Health Informatics

co-first author

A Clinical Decision Support System for Sleep Staging Tasks with Explanations from Artificial Intelligence: User-Centered Design and Evaluation published at Journal of Medical Internet Research

co-first author

Training Neural Networks with Domain Pattern-Aware Auxiliary Task for Sleep Staging published at ICASSP

co-first author

Deep hierarchical embedding for simultaneous modeling of GPCR proteins in a unified metric space published at Scientific Reports

first author

TRIER: Template-guided neural networks for robust and interpretable sleep stage identification from eeg recordings published at arXiv

co-first author

Cancer subtype classification and modeling by pathway attention and propagation published at Bioinformatics

co-author

Ranked k-spectrum kernel for comparative and evolutionary comparison of exons, introns, and CpG islands published at IEEE TCBB

co-author

Articles

Forecasting GHO: GHO 스테이블코인 예측하며 at Medium (Individual)

Forecasting the future of GHO protocol

Ecosystem soundness: Novel criteria for evaluating algorithmic stablecoin sustainability at Substack (StableLabs)

Designing a sustainable stablecoin system

테라 디패깅 리포트 at Haechi Career Notion Page

In-depth analysis on the collapse of Terra protocol

Frax Finance 리포트 at Haechi Career Notion Page

In-depth analysis on Frax’s stablecoin mechanism

Terra Protocol 리포트 at Haechi Career Notion Page

In-depth analysis on Terra’s stablecoin mechanism

양도불가능한 NFT: 어떤 때 필요하고 어떻게 구현해야하는가 (feat. soulbound) at Medium (BerryFi)

Summarizing the Vitalik Buterin’s article, soulbound, and explaining the methods for implementing non-transferable NFTs

[Olympus DAO를 분석해보자 ] — 2. Bonding 컨트랙트 코드 리뷰 at Medium (BerryFi)

Reviewing the code of Olympus DAO protocol, a representative DeFi 2.0 service

Oracles in Blockchain and It’s Decentralized Mechanism (Chapter 2) at Medium (Decipher)

Explaining the methodology to bring in external information outside of network into Blockchain network

블록체인 난수 생성, 왜 중요하고 어떻게 하는 걸까? at CoindeskKorea

Investigating the methodology for generating random numbers on Blockchain

Token Model Simulation #1 바보들의 합의 Part 1 at Medium (Decon)

Explaining the experiment setting for modeling token economy environments using reinforcement agents

토큰 디자인 패턴 시리즈 #4 :: Staking Token중 Work Token패턴 at Medium (Decipher)

Investigating token economy design patterns where tokens were used as a qualification medium for contributing to the network

References

Sun Kim
Professor
Seoul National University, CSE
sunkim.bioinfo@snu.ac.kr

Seonjeong Byun
Professor
Uijeongbu St.Mary's Hospital, The Catholic University
sunjung.byun@gmail.com

Languages

Korean
Fluency: 5/5
English
Fluency: 4/5
French
Fluency: 3/5

Interests

Activity
Keywords:
  • Weight training
  • Skiing

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