theeluwin

theeluwin

Jamie J. Seol
born in 1992, South Korea
Ph.D. Candidate in CSE @ SNU
jamie [at] europa.snu.ac.kr

I am proud to be a feminist, bisexual, and atheist.

[ visit my blog! ]


Educations & Careers

Seoul National University
  • M.S. & Ph.D Student in Computer Science and Engineering (2017.03 - 2020.08)
  • Ph.D. Candidate in Computer Science and Engineering (2020.09 - current)
Yonsei University
  • B.S. in Mathematics & Computer Science (2010.03 - 2017.02)
T.A. Experiences
  • Digital Computer Concept and Practice [035.001] (2017 Spring)
  • Introduction to Databases [M1522.001800] (2017 Fall)
  • IT Entrepreneurship [M1522.002700] (2020 Fall)
IntelliSys Corp.
  • Senior Researcher (2017.12 - 2020.08)
Stylewiki Corp.
  • Senior Developer (2014.09 - 2015.12)
Joyfl Inc.
  • Developer (2012.07 - 2014.06)
SW Maestro
  • Mentee, 2nd Tier (2011.07 - 2012.07)
KFAS Scholarship
  • Undergraduate Scholarship in Mathematics (2012.02 - 2015.02)
Jeonbuk Science High School
  • 18th (2008.03 - 2010.02, early graduation)

Publications

Proxy-based Item Representation for Attribute and Context-aware Recommendation
Jinseok Seol, Minseok Gang, Sang-goo Lee, Jaehui Park
International Conference on Web Search and Data Mining (WSDM), 2024.
[ arXiv | code ]

Exploiting Session Information in BERT-based Session-aware Sequential Recommendation
Jinseok Seol, Youngrok Ko, Sang-goo Lee
International Conference on Research and Development in Information Retrieval (SIGIR), Short Paper, 2022.
[ paper | arXiv | code ]

Technologies for AI-Driven Fashion Social Networking Service with E-Commerce
Jinseok Seol, Seongjae Kim, Sungchan Park, Holim Lim, Hyunsoo Na, Eunyoung Park, Dohee Jung, Soyoung Park, Kangwoo Lee, Sang-goo Lee
International Semantic Intelligence Conference (ISIC), The Applications and Deployment Track, 2022.
[ arXiv ]

딥러닝을 통한 하이엔드 패션 브랜드 감성 학습
장세윤, 김하연, 이유리, 설진석, 김성재, 이상구
한국의류학회지 46권 1호, p165-181, 2022.
[ paper ]

False Negative Distillation and Contrastive Learning for Personalized Outfit Recommendation
Seongjae Kim, Jinseok Seol, Holim Lim, Sang-goo Lee
arXiv preprint, 2021.
[ arXiv ]

Contrastive Learning for Unsupervised Image-to-Image Translation
Hanbit Lee, Jinseok Seol, Sang-goo Lee
arXiv preprint, 2021.
[ arXiv ]

Masked Contrastive Learning for Anomaly Detection
Hyunsoo Cho, Jinseok Seol, Sang-goo Lee
International Joint Conferences on Artificial Intelligence Organization (IJCAI), 2021.

Leveraging Class Hierarchy in Fashion Classification
Hyunsoo Cho, Chae Min Ahn, Kang Min Yoo, Jinseok Seol, Sang-goo Lee
Proceedings of the 2nd Workshop on Computer Vision for Fashion, Art and Design, ICCV Workshop, 2019.
[ paper ]

Love2Live: CVAE 기반 스쿨 아이돌 이미지 생성
제이미
Proceedings of 2st Conference on SIG Sub-Culture (SSCC), 2017.
[ code ]

Style2Vec: Representation Learning for Fashion Items from Style Sets
Hanbit Lee, Jinseok Seol, Sang-goo Lee
arXiv preprint, 2017.
[ arXiv ]

A Syllable-based Technique for Word Embeddings of Korean Words
Sanghyuk Choi, Taeuk Kim, Jinseok Seol, Sang-goo Lee
Proceedings of the 1st Workshop on Subword and Character Level Models in NLP (SCLeM), EMNLP Workshop, 2017.
[ paper | arxiv ]

lexrankr: LexRank 기반 한국어 다중 문서 요약
설진석, 이상구
한국정보과학회 동계학술발표회, 2016.
[ paper | code | dataset ]

한국어에 적합한 단어 임베딩 모델 및 파라미터 튜닝에 관한 연구
최상혁, 설진석, 이상구
제28회 한글 및 한국어 정보처리 학술대회 논문집 (HCLT), 2016.
[ paper ]

CRF를 활용한 한글로 적힌 외래어 및 외국어 받아쓰기 인식
제이미
Proceedings of 1st Conference on SIG Sub-Culture (SSCC), 2016.
[ paper | code ]

3D 환경 내 빛의 굴절과 반사 구현에 관하여
강신동, 설진석, 홍철주
한국컴퓨터종합학술대회 논문집 (KCC), 2016.
[ paper | academia | code ]


Softwares

pytorch-quadratum
additional torchvision image transforms for practical usage
[ repo ]

pytorch-sgns
skipgram negative sampling in PyTorch
[ repo ]

bear
python implementation of BEAR and SlashBurn
[ repo ]

WPE
Word Pair Encoding for semi-automatic meaningful-keywords generation
[ repo ]

Summariz3 - 세 줄 요약기
TextRank 기반 한국어 문서 요약 서비스
[ site | repo1 | repo2 | blog | press1 | press2 ]

Samitizer
a python library for parsing SAMI files
[ repo ]

Plasmid - Cellular Automata Simulator for CoffeeScript
CoffeeScript implementation of cellular automata and life-like CA
[ repo | demo ]

Juno - Draw your password!
life-like cellular automata based cryptographic hash function
[ academia | slide | demo ]


Blog Articles


Misc.

타이타닉에서 살아남기 - 머신러닝101
Kaggle의 타이타닉 문제에 대한 기초 풀이 설명과 데모 [ link ]

Short lectures by me
  • 개발자를 위한 기초 선형대수 [ 1편 | 2편 | 3편 | 4편 ]
  • 왜 크로스-엔트로피를 쓸까? [ link ]
Seminar slides by me
  • The marginal value of adaptive gradient methods in machine learning [ link ]
  • Understanding deep learning requires rethinking generalization [ link ]
  • TDD와 Flipped Classroom을 활용한 파이썬 교육 (PyConKR 2020) [ link ]

TMI

I'm also a somewhat-composer-wannabe. Check my sounds: [ link ]
Here's a list for the best games of my life (emojis stand for 100% completion):
  • 1996 - Super Mario 64 ⭐
  • 1998 - Legend of Zelda: Ocarina of Time 🕷️
  • 2000 - Legend of Zelda: Majora's Mask 👩‍❤️‍👨
  • 2001 - Final Fantasy X 🏆
  • 2002 - Kingdom Hearts 🏆
  • 2005 - Kingdom Hearts II
  • 2006 - Legend of Zelda: Twilight Princess 🦋
  • 2009 - Final Fantasy XIII 🏆
  • 2011 - Legend of Zelda: Skyward Sword
  • 2013 - Drakengard 3 🏆
  • 2015 - Undertale 💖
  • 2015 - Bloodborne 🏆
  • 2016 - Final Fantasy XV
  • 2016 - Dark Souls 3
  • 2017 - Nier: Automata 🏆
  • 2017 - Hollow Knight 🖤
  • 2017 - Super Mario Odyssey 🎩
  • 2018 - Legend of Zelda: Breath of the Wild 🌱
  • 2018 - Celeste 🌙🍓 wow
  • 2019 - Fire Emblem: Three Houses 💬
  • 2020 - Hyrule Warriors: Age of Calamity ⭐
  • 2020 - Hades 🩸
  • 2022 - Little Witch Nobeta 🏆
  • 2023 - Legend of Zelda: Tears of the Kingdom
  • 2023 - Lies of P 🏆

© theeluwin 2023