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Sukwon Yun
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Publications
- 2025
[c18]Mufan Qiu, Xinyu Hu, Fengwei Zhan, Sukwon Yun, Jie Peng, Ruichen Zhang, Bhavya Kailkhura, Jiekun Yang, Tianlong Chen:
GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models. ACL (Findings) 2025: 3805-3819
[c15]Jie Peng, Sukwon Yun, Kaixiong Zhou, Ruida Zhou, Thomas Hartvigsen, Yanyong Zhang, Zhangyang Wang, Tianlong Chen:
Sparse MoE as a New Treatment: Addressing Forgetting, Fitting, Learning Issues in Multi-Modal Multi-Task Learning. CPAL 2025: 1112-1145
[c11]Jie Peng, Jenna L. Ballard, Mohan Zhang, Sukwon Yun, Jiayi Xin, Qi Long, Yanyong Zhang, Tianlong Chen:
Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing. ICML 2025
[c10]Jiayi Xin, Sukwon Yun, Jie Peng, Inyoung Choi, Jenna L. Ballard, Tianlong Chen, Qi Long:
I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts. ICML 2025
[i21]Mufan Qiu, Xinyu Hu, Fengwei Zhan, Sukwon Yun, Jie Peng, Ruichen Zhang, Bhavya Kailkhura
, Jiekun Yang, Tianlong Chen:
GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models. CoRR abs/2503.01682 (2025)
[i16]Jiayi Xin, Sukwon Yun, Jie Peng, Inyoung Choi, Jenna L. Ballard, Tianlong Chen, Qi Long:
I2MoE: Interpretable Multimodal Interaction-aware Mixture-of-Experts. CoRR abs/2505.19190 (2025)- 2024
[c8]Sukwon Yun
, Jie Peng
, Alexandro E. Trevino
, Chanyoung Park
, Tianlong Chen
:
Mew: Multiplexed Immunofluorescence Image Analysis Through an Efficient Multiplex Network. ECCV (55) 2024: 127-144
[c6]Sukwon Yun, Inyoung Choi, Jie Peng, Yangfan Wu, Jingxuan Bao, Qiyiwen Zhang, Jiayi Xin, Qi Long, Tianlong Chen:
Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts. NeurIPS 2024
[i9]Sukwon Yun, Jie Peng, Alexandro E. Trevino
, Chanyoung Park, Tianlong Chen:
Mew: Multiplexed Immunofluorescence Image Analysis through an Efficient Multiplex Network. CoRR abs/2407.17857 (2024)
[i7]Sukwon Yun, Inyoung Choi, Jie Peng, Yangfan Wu, Jingxuan Bao, Qiyiwen Zhang, Jiayi Xin, Qi Long, Tianlong Chen:
Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts. CoRR abs/2410.08245 (2024)

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