BPL: Bias-Adaptive Preference Distillation Learning For Recommender System.

Sanghwan Jang

SeongKu Kang Jianxun Lian Dongha Lee 0003 Wonbin Kweon Sanghwan Jang Jaehyun Lee Jindong Wang 0001 Xing Xie 0001 Hwanjo Yu BPL: Bias-Adaptive Preference Distillation Learning For Recommender System. 110-122 2026 January 38 IEEE Trans. Knowl. Data Eng. 1 https://doi.org/10.1109/TKDE.2025.3619575 db/journals/tkde/tkde38.html#KangLLKJLWXY26 streams/journals/tkde

Seungha Hong Sanghwan Jang Wonbin Kweon Suyeon Kim Gyuseok Lee Hwanjo Yu Harmonic Dataset Distillation for Time Series Forecasting. 21770-21778 2026 AAAI https://doi.org/10.1609/aaai.v40i26.39328 conf/aaai/2026 db/conf/aaai/aaai2026.html#HongJKKLY26 Seungha Hong Sukang Chae Suyeon Kim Sanghwan Jang Hwanjo Yu Dynamic Multi-period Experts for Online Time Series Forecasting. 7669-7678 2026 WWW https://doi.org/10.1145/3774904.3792731 conf/www/2026 db/conf/www/www2026.html#HongCKJY26

Seungha Hong Sanghwan Jang Wonbin Kweon Suyeon Kim Gyuseok Lee Hwanjo Yu Harmonic Dataset Distillation for Time Series Forecasting. 2026 March abs/2603.03760 CoRR https://doi.org/10.48550/arXiv.2603.03760 db/journals/corr/corr2603.html#abs-2603-03760 streams/journals/corr

Seungha Hong Sukang Chae Suyeon Kim Sanghwan Jang Hwanjo Yu Dynamic Multi-period Experts for Online Time Series Forecasting. 2026 March abs/2603.09062 CoRR https://doi.org/10.48550/arXiv.2603.09062 db/journals/corr/corr2603.html#abs-2603-09062 streams/journals/corr

Jaehyun Lee Sanghwan Jang SeongKu Kang Hwanjo Yu Filling the Gaps: Selective Knowledge Augmentation for LLM Recommenders. 2026 April abs/2604.07825 CoRR https://doi.org/10.48550/arXiv.2604.07825 db/journals/corr/corr2604.html#abs-2604-07825 streams/journals/corr

Kyumin Lee Minjin Jeon Sanghwan Jang Hwanjo Yu StepER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models. 29501-29523 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.1500 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#LeeJJY25 streams/conf/emnlp Wonbin Kweon Sanghwan Jang SeongKu Kang Hwanjo Yu Uncertainty Quantification and Decomposition for LLM-based Recommendation. 4889-4901 2025 WWW https://doi.org/10.1145/3696410.3714601 conf/www/2025 db/conf/www/www2025.html#KweonJKY25

Wonbin Kweon Sanghwan Jang SeongKu Kang Hwanjo Yu Uncertainty Quantification and Decomposition for LLM-based Recommendation. 2025 January abs/2501.17630 CoRR https://doi.org/10.48550/arXiv.2501.17630 db/journals/corr/corr2501.html#abs-2501-17630 streams/journals/corr

Kyumin Lee Minjin Jeon Sanghwan Jang Hwanjo Yu STEPER: Step-wise Knowledge Distillation for Enhancing Reasoning Ability in Multi-Step Retrieval-Augmented Language Models. 2025 October abs/2510.07923 CoRR https://doi.org/10.48550/arXiv.2510.07923 db/journals/corr/corr2510.html#abs-2510-07923 streams/journals/corr

SeongKu Kang Jianxun Lian Dongha Lee 0003 Wonbin Kweon Sanghwan Jang Jaehyun Lee Jindong Wang 0001 Xing Xie 0001 Hwanjo Yu BPL: Bias-adaptive Preference Distillation Learning for Recommender System. 2025 October abs/2510.16076 CoRR https://doi.org/10.48550/arXiv.2510.16076 db/journals/corr/corr2510.html#abs-2510-16076 streams/journals/corr

Hyunjun Ju SeongKu Kang Dongha Lee 0003 Junyoung Hwang Sanghwan Jang Hwanjo Yu Multi-Domain Recommendation to Attract Users via Domain Preference Modeling. 8582-8590 2024 AAAI https://doi.org/10.1609/aaai.v38i8.28702 conf/aaai/2024 db/conf/aaai/aaai2024.html#JuKLHJY24 Suyeon Kim Dongha Lee 0003 SeongKu Kang Sukang Chae Sanghwan Jang Hwanjo Yu Learning Discriminative Dynamics with Label Corruption for Noisy Label Detection. 22477-22487 2024 CVPR https://doi.org/10.1109/CVPR52733.2024.02121 conf/cvpr/2024 db/conf/cvpr/cvpr2024.html#KimLKCJY24 Seonghyeon Lee Sanghwan Jang Seongbo Jang Dongha Lee 0003 Hwanjo Yu Exploring Language Model's Code Generation Ability with Auxiliary Functions. 2836-2848 2024 NAACL-HLT (Findings) https://doi.org/10.18653/v1/2024.findings-naacl.181 conf/naacl/2024f db/conf/naacl/naacl2024f.html#LeeJJLY24 streams/conf/naacl Joonwon Jang Sanghwan Jang Wonbin Kweon Minjin Jeon Hwanjo Yu Rectifying Demonstration Shortcut in In-Context Learning. 4294-4321 2024 NAACL-HLT https://doi.org/10.18653/v1/2024.naacl-long.242 conf/naacl/2024 db/conf/naacl/naacl2024.html#JangJKJY24 Junyoung Hwang Hyunjun Ju SeongKu Kang Sanghwan Jang Hwanjo Yu Multi-Domain Sequential Recommendation via Domain Space Learning. 2024 SIGIR https://doi.org/10.1145/3626772.3657685 conf/sigir/2024 db/conf/sigir/sigir2024.html#HwangJKJY24 2134-2144 Wonbin Kweon SeongKu Kang Sanghwan Jang Hwanjo Yu Top-Personalized-K Recommendation. 3388-3399 2024 WWW https://doi.org/10.1145/3589334.3645417 conf/www/2024 db/conf/www/www2024.html#KweonKJY24

Wonbin Kweon SeongKu Kang Sanghwan Jang Hwanjo Yu Top-Personalized-K Recommendation. 2024 abs/2402.16304 CoRR https://doi.org/10.48550/arXiv.2402.16304 db/journals/corr/corr2402.html#abs-2402-16304

Joonwon Jang Sanghwan Jang Wonbin Kweon Minjin Jeon Hwanjo Yu Rectifying Demonstration Shortcut in In-Context Learning. 2024 abs/2403.09488 CoRR https://doi.org/10.48550/arXiv.2403.09488 db/journals/corr/corr2403.html#abs-2403-09488

Seonghyeon Lee Sanghwan Jang Seongbo Jang Dongha Lee 0003 Hwanjo Yu Exploring Language Model's Code Generation Ability with Auxiliary Functions. 2024 abs/2403.10575 CoRR https://doi.org/10.48550/arXiv.2403.10575 db/journals/corr/corr2403.html#abs-2403-10575

Hyunjun Ju SeongKu Kang Dongha Lee 0003 Junyoung Hwang Sanghwan Jang Hwanjo Yu Multi-Domain Recommendation to Attract Users via Domain Preference Modeling. 2024 abs/2403.17374 CoRR https://doi.org/10.48550/arXiv.2403.17374 db/journals/corr/corr2403.html#abs-2403-17374

Suyeon Kim Dongha Lee 0003 SeongKu Kang Sukang Chae Sanghwan Jang Hwanjo Yu Learning Discriminative Dynamics with Label Corruption for Noisy Label Detection. 2024 abs/2405.19902 CoRR https://doi.org/10.48550/arXiv.2405.19902 db/journals/corr/corr2405.html#abs-2405-19902

Sanghwan Jang Tag Embedding and Well-defined Intermediate Representation improve Auto-Formulation of Problem Description. 2022 abs/2212.03575 CoRR https://doi.org/10.48550/arXiv.2212.03575 db/journals/corr/corr2212.html#abs-2212-03575

Sukang Chae Seungha Hong Junyoung Hwang Joonwon Jang Seongbo Jang Minjin Jeon Hyunjun Ju Seongku KangSeongKu Kang Su Yeon KimSuyeon Kim Wonbin Kweon Dongha Lee 0003 Gyuseok Lee Jaehyun Lee Kyumin Lee Seonghyeon Lee Jianxun Lian Jindong Wang 0001 Xing Xie 0001 Hwanjo Yu