Publications

Selected Publications

International Journals (SCIE) / Top-tier Conferences

• Don't be a Fool: Pooling Strategies in Offensive Language Detection from User-Intended Adversarial Attacks, Seunguk Yu, Juhwan Choi, Youngbin Kim, 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2024)

• Enhancing Effectiveness and Robustness in a Low-Resource Regime via Decision-Boundary-aware Data Augmentation, Kyohoon Jin, Junho Lee, Juhwan Choi, Sangmin Song and Youngbin Kim, The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (COLING 2024)

• Colorful Cutout: Enhancing Image Data Augmentation with Curriculum Learning, Juhwan Choi, YoungBin Kim, The Twelfth International Conference on Learning Representations (ICLR 2024) Tiny Papers track (oral)

• Adverb Is the Key: Simple Text Data Augmentation with Adverb Deletion, Juhwan Choi, YoungBin Kim, The Twelfth International Conference on Learning Representations (ICLR 2024) Tiny Papers track (poster)

• GPTs Are Multilingual Annotators for Sequence Generation Tasks, Juhwan Choi, Eunju Lee, Kyohoon Jin, YoungBin Kim, 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) Findings

• AutoAugment Is What You Need: Enhancing Rule-based Augmentation Methods in Low-resource Regimes, Juhwan Choi, Kyohoon Jin, Junho Lee, Sangmin Song, YoungBin Kim, 18th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2024) Student Research Workshop

• See, caption, cluster: Large-scale image analysis using captioning and topic modeling, KyeongPil Kang, Kyohoon Jin, Soojin Jang, Jaegul Choo, Youngbin Kim, Expert Systems with Applications, Mar 2024

• Learning to Detour: Shortcut Mitigating Augmentation for Weakly Supervised Semantic Segmentation, JuneHyoung Kwon, Eunju Lee, Yunsung Cho, YoungBin Kim, The IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2024)

• Focus on the Core: Efficient Attention via Pruned Token Compression for Document Classification, Jungmin Yun, Mihyeon Kim, Youngbin Kim, The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023) Findings

• Enhancing Noisy Label Facial Expression Recognition with Split and Merge Consistency Regularization, JiHyun Kim, JuneHyoung Kwon, MiHyeon Kim, EunJu Lee, YoungBin Kim, IEEE Access, Dec 2023

• Development of robust detector using the weather deep generative model for outdoor monitoring system, Kyo-Hoon Jin, Kyung-Su Kang, Baek-Kyun Shin, June-Hyoung Kwon, Soo-Jin Jang, YoungBin Kim, Han-Guk Ryu, Expert Systems with Applications, Dec 2023

• Domain-Adaptive Vision Transformers for Generalizing Across Visual Domains, Yunsung Cho, Jungmin Yun, JuneHyoung Kwon, Youngbin Kim, IEEE Access, Oct 2023

• Soccer’s AI transformation: deep learning’s analysis of soccer’s pandemic research evolution, Jea Woog Lee, Sangmin Song, YoungBin Kim, Seung-Bo Park, Doug Hyun Han, Frontiers in Psychology, Oct 2023

• SAM: cross-modal semantic alignments module for image-text retrieval, Pilseo Park, Soojin Jang, Yunsung Cho, Youngbin Kim, Multimedia Tools and Applications, Jun 2023

• SoftEDA: Rethinking Rule-Based Data Augmentation with Soft Labels, Juhwan Choi, Kyohoon Jin, Junho Lee, Sangmin Song, YoungBin Kim, Tiny Papers @ ICLR 2023 (Oral), May 2023

• Towards Robust Feature Learning with t-vFM Similarity for Continual Learning, Bilan Gao, YoungBin Kim, Tiny Papers @ ICLR 2023, May 2023

• Weakly supervised semantic segmentation via Graph RecalibratiOn with Scaling Weight uNit, Soojin Jang, JuneHyoung Kwon, KyoHoon Jin, YoungBin Kim, Engineering Applications of Artificial Intelligence, Mar 2023

• Hybrid Information Mixing Module for Stock Movement Prediction, Jooweon Choi, Shiyong Yoo, Xiao Zhou, Youngbin Kim, IEEE Access, Mar 2023

• Game effect sprite generation with minimal data via conditional GAN, JaeWon Kim, KyoHoon Jin, SooJin Jang, ShinJin Kang, YoungBin Kim, Expert Systems with Applications, Jan 2023

• LDA-based topic modeling for COVID-19-related sports research trends, Jea Woog Lee, YoungBin Kim, Doug Hyun Han, Frontiers in Psychology, Nov 2022

• Efficient Learning Representation of Noise-Reduced Foam Effects with Convolutional Denoising Networks, Jong-Hyun Kim, YoungBin Kim, PLOS ONE, Oct 2022

• Saliency Guided Data Augmentation Strategy for Maximally Utilizing an Object’s Visual Information, Junhyeok An, Soojin Jang, Junehyoung Kwon, Kyohoon Jin, YoungBin Kim, PLOS ONE, Oct 2022

• Application of One-Stage Instance Segmentation with Weather Conditions in Surveillance Cameras at Construction Sites, Kyung-Su Kang, Young-Woon Cho, Kyo-Hoon Jin, Young-Bin Kim, Han-Guk Ryu, Automation in Construction, Jan 2022

• TrafficBERT: Pre-trained Model with Large-scale Data for Long-range Traffic Flow Forecasting, KyoHoon Jin, JeongA Wi, EunJu Lee, ShinJin Kang, SooKyun Kim, YoungBin Kim, Expert Systems with Applications, Dec 2021

• Automatic Chinese Meme Generation Using Deep Neural Networks, Lin Wang, Qimeng Zhang, Youngbin Kim, Ruizheng Wu, Hongyu Jin, Haoke Deng, Pengchu Luo, Chang-Hun Kim, IEEE Access, Nov 2021

• Restoring and Mining the Records of the Joseon Dynasty via Neural Language Modeling and Machine Translation, Kyeongpil Kang, Kyohoon Jin, Soyoung Yang, Soojin Jang, Jaegul Choo, YoungBin Kim, NAACL 2021 (Top-tier Conference)

• Learning Representation of Secondary Effects for Fire-Flake Animation, Myungjin Choi, Jeong A Wi, Taehyeong Kim, Youngbin Kim, Chang-Hun Kim, IEEE Access, Jan 2021

• Whose Opinion Matters? Analyzing Relationships between Bitcoin Prices and User Groups in Online Community, Kyeongpil Kang, Jaegul Choo, YoungBin Kim, Social Science Computer Review, Dec 2020

• Poster-based Multiple Movie Genre Classification Using Inter-Channel Features, Jeong A Wi, Soojin Jang, YoungBin Kim, IEEE Access, Apr 2020

• Playtesting in Match 3 Game Using Strategic Plays via Reinforcement Learning, Yuchul Shin, Jaewon Kim, Kyohoon Jin, YoungBin Kim, IEEE Access, Mar 2020

• Regional Patch-Based Feature Interpolation Method for Effective Regularization, SooJin Jang, KyoHoon Jin, JunHyeok An, YoungBin Kim, IEEE Access, Feb 2020

• A Visual-Physiology Multimodal System for Detecting Outlier Behavior of Participants in a Reality TV Show, ShinJin Kang, DongGyun Kim, YoungBin Kim, International Journal of Distributed Sensor Networks, Jul 2019

• Layout Placement Optimization Methods Using Repeated User Interface Sequence Patterns for Client Applications, Jihye Chung, Seongjin Hong, Youngbin Kim, ShinJin Kang, Changhun Kim, Information Visualization, Feb 2019

• RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records,  Bum Chul Kwon, Min-Je Choi, Joanne Taery Kim, Edward Choi, Young Bin Kim, Soonwook Kwon, Jimeng Sun, Jaegul Choo, IEEE Trans. on Visualization and Computer Graphics, 2019 (Proc. IEEE Vis'18)

• Robust handling of clumping and stiffness in wet hair animation [video], Jong-Hyun Kim, Wook Kim, Young Bin Kim, Jaeho Im, Jung Lee, Sun-Jeong Kim, Computer Animation and Virtual Worlds, Nov 2017

• Visual simulation of fire-flakes synchronized with flame [paper][video], TaeHyeong Kim, Eunki Hong, Jaeho Im, Dohyeon Yang, Young Bin Kim, Chang-Hun Kim, Visual Computer, May 2017

• When Bitcoin encounters information in an online forum: Using text mining to analyse user opinion and predict value fluctuation [paper], Young Bin Kim, Jurim Lee, Nuri Park, Jaegul Choo, Jong-Hyun Kim, Chang Hun Kim, PLOS ONE, May 2017

• Visual simulation of rapidly freezing water based on crystallization [paper][video], Jaeho Im, Jong-Hyun Kim, Wook Kim, Nuri Park, Taehyeong Kim, Young Bin Kim, Jung Lee, Chang-Hun Kim,  Computer Animation and Virtual Worlds, March 2017

• Predicting virtual world user population fluctuations with deep learning [paper], Young Bin Kim, Nuri Park, Qimeng Zhang, Jun Gi Kim, Shin Jin Kang, Chang Hun Kim, PLOS ONE, Dec 2016

• Predicting fluctuations in cryptocurrency transactions based on user comments and replies [paper], Young Bin Kim, Jun Gi Kim, Wook Kim, Jae Ho Im, Tae Hyeong Kim, Shin Jin Kang, Chang Hun Kim, PLOS ONE, Aug 2016

• Efficiently detecting outlying behavior in video-game players [paper], Young Bin Kim, Shin Jin Kang, Sang Hyeok Lee, Jang Young Jung, Hyeong Ryeol Kam, Jung Lee, Young Sun Kim, Joonsoo Lee, Chang Hun Kim, PeerJ, Dec 2015 

• Virtual world currency value fluctuation prediction system based on user sentiment analysis [paper], Young Bin Kim, Sang Hyeok Lee, Shin Jin Kang, Myung Jin Choi, Jung Lee, Chang Hun Kim, PLOS ONE, Aug 2015

• Analyzing repetitive action in game based on sequence pattern matching [paper], Shin Jin Kang, Young Bin Kim, Soo Kyun Kim, Journal of Real-Time Image Processing, Sep 2014 

• Automatic player behavior analysis system using trajectory data in a massive multiplayer online game [paper], Shin Jin Kang, Young Bin Kim, Taejung Park, Chang-Hun Kim, Multimedia Tools and Applications, Oct 2013

International Conference

• TopAttn: Focusing on Core Tokens with Token Pruned Self-Attention, Jungmin Yun, Sangmin Song, Kyohoon Jin, YoungBin Kim,  ICEIC 2023 : International Conference on Electronics, Information, and Communication

• A Fair Comparison of PLM based Mathematical Approach for Solving Math Word Problem, Sangmin Song, Jungmin Yun, Kyohoon Jin, YoungBin Kim,  ICEIC 2023 : International Conference on Electronics, Information, and Communication

• Generative Data Augmentation via Wasserstein Autoencoder for Text Classification, Kyohoon Jin, Junho Lee, Juhwan Choi, Soojin Jang, Youngbin Kim, 2022 13th International Conference on Information and Communication Technology Convergence (ICTC)

• Interpretable deep learning on electronic medical records in the Republic of Korea, IEEE/IEIE ICCE-Asia 2018

• Visual simulation of fire-flakes synchronized with flame, TaeHyeong Kim, Eunki Hong, Jaeho Im, Dohyeon Yang, Young Bin Kim, Chang-Hun Kim, Computer Graphics International 2017

• Visual simulation of rapidly freezing water based on crystallization, Jaeho Im, Jong-Hyun Kim, Wook Kim, Nuri Park, Taehyeong Kim, Young Bin Kim, Jung Lee, Chang-Hun Kim, The 30th International Conference on Computer Animation and Social Agents (Best Paper Award)

• System for evaluating usability and user experience by analyzing repeated patterns, Young Bin Kim, Shin Jin Kang, Chang Hun Kim, HCI International 2013

Domestic Journals

• Expression analysis system of game player based on multi-modal interface, Jang Young Jung, Young Bin Kim, Sang Hyeok Lee, Shin Jin Kang, Journal of Korea Game Society, Apr 2016

Domestic Conference

• Self-attention을 활용한 효율적인 이미지 리타겟팅 기법, KCC 2020 (Best Paper Award)

• 세로 합성곱과 시퀀스 정보를 활용한 한국 고문서 문자 인식, KCC 2020

• Exploratory Topic Discovery from Images, 신호처리합동학술대회 2019 신진교수세션

• 신경망과 비음수 행렬 분해 기반 대규모 이미지 데이터 군집화 기법, 신호처리합동학술대회 2019

• Machine Translation of the Annals of the Joseon Dynasty via the Statistical Parsing and Attention-based Deep Neural Network, KCC 2019

• Historical Background Analysis of Royal Translation in Joseon Dynasty via Text Mining, KCC 2019 (Best Paper Award) 

• Korean Movie Genre Classification based on Poster Images with Multi-label Training using CNN, HCI KOREA 2019 

• Preserving Content in Style Transfer via Foreground Separation Algorithm, KCGS 2018

• Non-invasive User Behavior Analysis System for Automatic Measurement of Video Game Player Engagement, Nuri Park, Manki Hong, Young Bin Kim, Chang-Hun Kim, HCI KOREA 2017

• Treatment of Clumping and Stiffness for Wet Hair Animation, Jong-Hyun Kim, Wook Kim, Young Bin Kim, Jaeho Im, Chang-Hun Kim, KCGS 2016

• Facial Expression Scale Recognition System for Game Play Analysis, Jang Young Jung, Young Bin Kim, Sang Hyeok Lee, Shin Jin Kang, HCI KOREA 2016

• Sentiment Analysis System for Game Community Trend Analysis, Sang Hyeok Lee, Wook Kim, Young Bin Kim, Shin Jin Kang, Chang-Hun Kim, HCI KOREA 2016

• Measurement System of Game Immersion by Learning User’s Movement Characteristics, Young Bin Kim, ShinJin Kang, YoungSun Kim, Sang-Hyeok Lee, Chang Hun Kim, HCI KOREA 2014 (Best Walk-Through Award)