Publications
“Multimodal Self-Attention Network for Visual Reasoning”, Sungwon Lyu, SNU Master Thesis
“SARN: Relational Reasoning through Sequential Attention”, Jinwon An, Sungwon Lyu, Sungzoon Cho, 2018 NIPS Workshop on Visually-Grounded Interaction and Language (ViGIL) / Relational Representation Learning, December 8, 2018, Montréal, Canada
“Dynamic Vehicle Traffic Control Using Deep Reinforcement Learning in Automated Material Handling System”, Younkook Kang, Sungwon Lyu, Jeeyung Kim, Bongjoon Park, Sungzoon Cho, AAAI-19 Student Abstract and Poster Program, January 27 – February 1, 2019, Honolulu, Hawaii, USA
[KOR]“Distributed Deep Learning Training Overview”, Sungwon Lyu
[KOR]“Distributed Streaming Text Embedding Method”, Sungwon Lyu, Jeeyung Kim, Noori Kim, Jihoon Lee, Sungzoon Cho, Korea Data Mining Society 2018 Fall Conference, Special Session
[KOR]“Clustering National Security Threats Using Two-Step Disentanglement Method On Stock Prices”, Minh Choi, Sungwon Lyu, Sungzoon Cho, Korea Data Mining Society 2018 Fall Conference, Special Session Best Paper
[KOR]“RNN Based Word Embedding Method”, Jeeyung Kim, Sungwon Lyu, Hyunguk Lee, Jimin Sun, Sungzoon Cho, Korea Data Mining Society 2018 Fall Conference, Special Session
Personal Projects
Visual Reasoning Models: Baseline, RN, SARN, FILM
Generative Models: AAE, Beta-VAE, Convolutional VAE, DCGAN, GAN, Introspective VAE, MADE, VAE, VAE-IAF, VAE-NF, VQVAE, WGAN (Work in progress)
Alphachu: APE-X DQN
Presentations
“Distributed Training With Pytorch”, 2018-2 Big Data and Deep Learning, December 18, 2018, Seoul National University
“SARN: Relational Reasonning Through Sequential Attention”, 2018 NIPS Workshop on Visually-Grounded Interaction and Language (ViGIL) / Relational Representation Learning, December 8, 2018, Montréal, Canada
“Distributed Streaming Text Embedding Method”, Korea Data Mining Society 2018 Fall Conference, Special Session, November 30, 2018, Seoul National University
“How To Represent Relations”, Naver Tech Talk, November 14, 2018, Naver Green Factory
“Two Step Disentanglement Method”, Datamining Lab Seminar, August 6, 2018
“Engineering Reinforcement Learning”, Deepest Hosting, July 28, 2018
“Disentangling Sequential Data”, Datamining Lab Seminar, June 18, 2018
“Ask The Right Question”, Datamining Lab Seminar, Febuary 26, 2018
