LTE4G: Long-Tail Experts for Graph Neural Networks. - Sukwon Yun; Kibum Kim; Kanghoon Yoon; Chanyoung Park 001 (CIKM, 2022)

S-Mixup: Structural Mixup for Graph Neural Networks. - Junghurn Kim; Sukwon Yun; Chanyoung Park 001 (CIKM, 2023)

MUSE: Music Recommender System with Shuffle Play Recommendation Enhancement. - Yunhak Oh; Sukwon Yun; Dongmin Hyun; Sein Kim; Chanyoung Park 001 (CIKM, 2023)

MELT: Mutual Enhancement of Long-Tailed User and Item for Sequential Recommendation. - Kibum Kim; Dongmin Hyun; Sukwon Yun; Chanyoung Park 001 (SIGIR, 2023)

Single-cell RNA-seq data imputation using Feature Propagation. - Sukwon Yun; Junseok Lee 002; Chanyoung Park 001 (CoRR, 2023)

Mew: Multiplexed Immunofluorescence Image Analysis Through an Efficient Multiplex Network. - Sukwon Yun; Jie Peng 002; Alexandro E. Trevino; Chanyoung Park 001; Tianlong Chen 001 (ECCV (55), 2024)

DALK: Dynamic Co-Augmentation of LLMs and KG to answer Alzheimer's Disease Questions with Scientific Literature. - Dawei Li 008; Shu Yang 009; Zhen Tan 001; Jae Young Baik; Sukwon Yun; Joseph Lee; Aaron Chacko; Bojian Hou; Duy Duong-Tran; Ying Ding 001; Huan Liu 001; Li Shen 001; et al. (EMNLP (Findings), 2024)

Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts. - Sukwon Yun; Inyoung Choi; Jie Peng 002; Yangfan Wu; Jingxuan Bao; Qiyiwen Zhang; Jiayi Xin; Qi Long; Tianlong Chen 001 (NeurIPS, 2024)

DEGNN: Dual Experts Graph Neural Network Handling both Edge and Node Feature Noise. - Tai Hasegawa; Sukwon Yun; Xin Liu 020; Yin Jun Phua; Tsuyoshi Murata (PAKDD (2), 2024)

Single-cell RNA sequencing data imputation using bi-level feature propagation. - Junseok Lee 002; Sukwon Yun; Yeongmin Kim; Tianlong Chen 001; Manolis Kellis; Chanyoung Park 001 (Briefings Bioinform., 2024)

Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems. - Guibin Zhang; Yanwei Yue; Zhixun Li; Sukwon Yun; Guancheng Wan; Kun Wang 042; Dawei Cheng; Jeffrey Xu Yu; Tianlong Chen 001 (CoRR, 2024)

PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches. - Rana Muhammad Shahroz Khan; Pingzhi Li; Sukwon Yun; Zhenyu Wang; Shahriar Nirjon; Chau-Wai Wong; Tianlong Chen 001 (CoRR, 2024)

Spatial Coordinates as a Cell Language: A Multi-Sentence Framework for Imaging Mass Cytometry Analysis. - Chi-Jane Chen; Yuhang Chen; Sukwon Yun; Natalie Stanley; Tianlong Chen 001 (ACL (Findings), 2025)

GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models. - Mufan Qiu; Xinyu Hu; Fengwei Zhan; Sukwon Yun; Jie Peng 002; Ruichen Zhang; Bhavya Kailkhura; Jiekun Yang; Tianlong Chen 001 (ACL (Findings), 2025)

Agents Under Siege: Breaking Pragmatic Multi-Agent LLM Systems with Optimized Prompt Attacks. - Rana Muhammad Shahroz; Zhen Tan 001; Sukwon Yun; Charles Fleming; Tianlong Chen 001 (ACL (1), 2025)

Sparse MoE as a New Treatment: Addressing Forgetting, Fitting, Learning Issues in Multi-Modal Multi-Task Learning. - Jie Peng 002; Sukwon Yun; Kaixiong Zhou; Ruida Zhou; Thomas Hartvigsen; Yanyong Zhang; Zhangyang Wang; Tianlong Chen 001 (CPAL, 2025)

Subgraph Federated Learning for Local Generalization. - Sungwon Kim 002; Yoonho Lee 002; Yunhak Oh; Namkyeong Lee; Sukwon Yun; Junseok Lee 002; Sein Kim; Carl Yang 001; Chanyoung Park 001 (ICLR, 2025)

PortLLM: Personalizing Evolving Large Language Models with Training-Free and Portable Model Patches. - Rana Muhammad Shahroz; Pingzhi Li; Sukwon Yun; Zhenyu Wang; Shahriar Nirjon; Chau-Wai Wong; Tianlong Chen 001 (ICLR, 2025)

Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems. - Guibin Zhang; Yanwei Yue; Zhixun Li; Sukwon Yun; Guancheng Wan; Kun Wang 056; Dawei Cheng; Jeffrey Xu Yu; Tianlong Chen 001 (ICLR, 2025)

Training Robust Graph Neural Networks by Modeling Noise Dependencies. - Yeonjun In; Kanghoon Yoon; Sukwon Yun; Kibum Kim; Sungchul Kim; Chanyoung Park 001 (CoRR, 2025)

Symbolic Mixture-of-Experts: Adaptive Skill-based Routing for Heterogeneous Reasoning. - Justin Chih-Yao Chen; Sukwon Yun; Elias Stengel-Eskin; Tianlong Chen 001; Mohit Bansal (CoRR, 2025)

Agents Under Siege: Breaking Pragmatic Multi-Agent LLM Systems with Optimized Prompt Attacks. - Rana Muhammad Shahroz Khan; Zhen Tan 001; Sukwon Yun; Charles Fleming; Tianlong Chen 001 (CoRR, 2025)

Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer. - Huaizhi Qu; Inyoung Choi; Zhen Tan 001; Song Wang 013; Sukwon Yun; Qi Long; Faizan Siddiqui 001; Kwonjoon Lee; Tian-Long Chen 001 (CoRR, 2025)

I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts. - Jiayi Xin; Sukwon Yun; Jie Peng 002; Inyoung Choi; Jenna l. Ballard; Tianlong Chen 001; Qi Long (CoRR, 2025)

SPATIA: Multimodal Model for Prediction and Generation of Spatial Cell Phenotypes. - Zhenglun Kong; Mufan Qiu; John Boesen; Xiang Li 001; Sukwon Yun; Tianlong Chen 001; Manolis Kellis; Marinka Zitnik (CoRR, 2025)

Oldie but Goodie: Re-illuminating Label Propagation on Graphs with Partially Observed Features. - Sukwon Yun; Xin Liu; Yunhak Oh; Junseok Lee 002; Tianlong Chen 001; Tsuyoshi Murata; Chanyoung Park 001 (CoRR, 2025)