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Sunghun Kim

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Is Contrastive Learning Necessary? A Study of Data Augmentation vs Contrastive Learning in Sequential Recommendation

Mar 17, 2024
Peilin Zhou, You-Liang Huang, Yueqi Xie, Jingqi Gao, Shoujin Wang, Jae Boum Kim, Sunghun Kim

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High-Frequency-aware Hierarchical Contrastive Selective Coding for Representation Learning on Text-attributed Graphs

Feb 26, 2024
Peiyan Zhang, Chaozhuo Li, Liying Kang, Feiran Huang, Senzhang Wang, Xing Xie, Sunghun Kim

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SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling

Dec 29, 2023
Dahyun Kim, Chanjun Park, Sanghoon Kim, Wonsung Lee, Wonho Song, Yunsu Kim, Hyeonwoo Kim, Yungi Kim, Hyeonju Lee, Jihoo Kim, Changbae Ahn, Seonghoon Yang, Sukyung Lee, Hyunbyung Park, Gyoungjin Gim, Mikyoung Cha, Hwalsuk Lee, Sunghun Kim

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Can Transformer and GNN Help Each Other?

Aug 28, 2023
Peiyan Zhang, Yuchen Yan, Chaozhuo Li, Senzhang Wang, Xing Xie, Sunghun Kim

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Foundation Model-oriented Robustness: Robust Image Model Evaluation with Pretrained Models

Aug 23, 2023
Peiyan Zhang, Haoyang Liu, Chaozhuo Li, Xing Xie, Sunghun Kim, Haohan Wang

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Attention Calibration for Transformer-based Sequential Recommendation

Aug 18, 2023
Peilin Zhou, Qichen Ye, Yueqi Xie, Jingqi Gao, Shoujin Wang, Jae Boum Kim, Chenyu You, Sunghun Kim

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Continual Learning on Dynamic Graphs via Parameter Isolation

May 23, 2023
Peiyan Zhang, Yuchen Yan, Chaozhuo Li, Senzhang Wang, Xing Xie, Guojie Song, Sunghun Kim

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A Survey on Incremental Update for Neural Recommender Systems

Mar 06, 2023
Peiyan Zhang, Sunghun Kim

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Rethinking Multi-Interest Learning for Candidate Matching in Recommender Systems

Feb 28, 2023
Yueqi Xie, Jingqi Gao, Peilin Zhou, Qichen Ye, Yining Hua, Jaeboum Kim, Fangzhao Wu, Sunghun Kim

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