Jin-Seop Lee

@misc{proactive,
  title = {Improving Proactive AI Assistance with Hierarchical Procedural Understanding},
  author = {Lee, Jin-Seop and Won, TaeYeon and Jung, SeongJun and Kim, JungHoon and Li, Boyang Albert and Bak, JinYeong and Yoon, Jaehong and Lee, Jee-Hyong},
  year = {2026},
  note = {Preprint},
  eprint = {2610.06505},
  archivePrefix = {arXiv},
  primaryClass = {cs.LG},
  url = {https://arxiv.org/abs/2610.06505}
}

@misc{count,
  title = {CountCluster: Training-Free Object Quantity Guidance with Cross-Attention Map Clustering for Text-to-Image Generation},
  author = {Lee, Joohyeon and Lee, Jin-Seop and Lee, Jee-Hyong},
  year = {2025},
  eprint = {2508.10710},
  archivePrefix = {arXiv},
  primaryClass = {cs.CV},
  doi = {10.48550/arXiv.2508.10710},
  url = {https://arxiv.org/abs/2508.10710}
}

@inproceedings{intervention,
  title = {InterventionBench: Can LLM Agents Adapt to Mid-task User Interventions?},
  author = {Lee, Jaehoon and Bae, Suyoung and Lee, Jin-Seop and Choi, YunSeok and Lee, Jee-Hyong},
  year = {2026},
  booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2026},
  note = {Accepted for publication},
  url = {https://jinsuby.github.io/}
}

@inproceedings{lee-etal-2026-expo,
    title = "{EXPO}-{SQL}: Execution-based Clause-level Policy Optimization for Text-to-{SQL}",
    author = "Lee, Jaehoon  and
      Na, CheolWon  and
      Bae, Suyoung  and
      Lee, Jin-Seop  and
      Lee, Jihyung  and
      Choi, YunSeok  and
      Lee, Jee-Hyong",
    editor = "Liakata, Maria  and
      Moreira, Viviane P.  and
      Zhang, Jiajun  and
      Jurgens, David",
    booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026",
    month = jul,
    year = "2026",
    address = "San Diego, California, United States",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2026.findings-acl.1107/",
    doi = "10.18653/v1/2026.findings-acl.1107",
    pages = "22000--22019",
    ISBN = "979-8-89176-395-1"
}

@InProceedings{refuse,
    author    = {Lee, Jin-Seop and Lee, SungJoon and Jung, SeongJun and Li, Boyang and Lee, Jee-Hyong},
    title     = {Learning to Refuse: Refusal-Aware Reinforcement Fine-Tuning for Hard-Irrelevant Queries in Video Temporal Grounding},
    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
    month     = {June},
    year      = {2026},
    pages     = {10397-10407}
}

@article{bd,
  title = {BD-Net: Has Depth-Wise Convolution Ever Been Applied in Binary Neural Networks?},
  author = {Kim, DoYoung and Lee, Jin-Seop and Kim, Noo-ri and Lee, SungJoon and Lee, Jee-Hyong},
  journal = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2026},
  volume = {40},
  number = {27},
  pages = {22563--22572},
  doi = {10.1609/aaai.v40i27.39416},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39416}
}

@inproceedings{tag,
author    = {Jin-Seop Lee and SungJoon Lee and Jaehan Ahn and YunSeok Choi and Jee-Hyong Lee},
title     = {TAG: A Simple Yet Effective Temporal-Aware Approach for Zero-Shot Video Temporal Grounding},
booktitle = {36th British Machine Vision Conference 2025, {BMVC} 2025, Sheffield, UK, November 24-27, 2025},
publisher = {BMVA},
year      = {2025},
url       = {https://bmva-archive.org.uk/bmvc/2025/assets/papers/Paper_786/paper.pdf}
}

@inproceedings{stabilizing,
author    = {Byung-Joon Lee and Jin-Seop Lee and Jee-Hyong Lee},
title     = {Stabilizing Open-Set Test-Time Adaptation via Primary-Auxiliary Filtering and Knowledge-Integrated Prediction},
booktitle = {36th British Machine Vision Conference 2025, {BMVC} 2025, Sheffield, UK, November 24-27, 2025},
publisher = {BMVA},
year      = {2025},
url       = {https://bmva-archive.org.uk/bmvc/2025/assets/papers/Paper_1071/paper.pdf}
}

@inproceedings{lee-etal-2025-dcg,
    title = "{DCG}-{SQL}: Enhancing In-Context Learning for Text-to-{SQL} with Deep Contextual Schema Link Graph",
    author = "Lee, Jihyung  and
      Lee, Jin-Seop  and
      Lee, Jaehoon  and
      Choi, YunSeok  and
      Lee, Jee-Hyong",
    editor = "Che, Wanxiang  and
      Nabende, Joyce  and
      Shutova, Ekaterina  and
      Pilehvar, Mohammad Taher",
    booktitle = "Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    month = jul,
    year = "2025",
    address = "Vienna, Austria",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.acl-long.748/",
    doi = "10.18653/v1/2025.acl-long.748",
    pages = "15397--15412",
    ISBN = "979-8-89176-251-0"
}

@article{domclp,
  title = {DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain Generalization},
  author = {Lee, Jin-Seop and Kim, Noo-ri and Lee, Jee-Hyong},
  journal = {Proceedings of the AAAI Conference on Artificial Intelligence},
  year = {2025},
  volume = {39},
  number = {17},
  pages = {18119--18127},
  doi = {10.1609/aaai.v39i17.33993},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33993}
}

@InProceedings{wacv,
    author    = {Choi, Junsu and Lee, Jin-Seop and Kim, Noo-ri and Yoon, SuHyun and Lee, Jee-Hyong},
    title     = {Feature-Level and Spatial-Level Activation Expansion for Weakly-Supervised Semantic Segmentation},
    booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV)},
    month     = {February},
    year      = {2025},
    pages     = {8701-8711}
}

@InProceedings{ignore,
author="Song, GyeongRyeol
and Kim, Noo-ri
and Lee, Jin-Seop
and Lee, Jee-Hyong",
editor="Leonardis, Ale{\v{s}}
and Ricci, Elisa
and Roth, Stefan
and Russakovsky, Olga
and Sattler, Torsten
and Varol, G{\"u}l",
title="IGNORE: Information Gap-Based False Negative Loss Rejection for Single Positive Multi-Label Learning",
booktitle="Computer Vision -- ECCV 2024",
year="2025",
publisher="Springer Nature Switzerland",
address="Cham",
pages="472--488",
isbn="978-3-031-72754-2",
series={Lecture Notes in Computer Science},
volume={15092},
doi={10.1007/978-3-031-72754-2_27},
url={https://link.springer.com/chapter/10.1007/978-3-031-72754-2_27}
}

@InProceedings{exmatch,
author="Kim, Noo-ri
and Lee, Jin-Seop
and Lee, Jee-Hyong",
editor="Leonardis, Ale{\v{s}}
and Ricci, Elisa
and Roth, Stefan
and Russakovsky, Olga
and Sattler, Torsten
and Varol, G{\"u}l",
title="ExMatch: Self-guided Exploitation for Semi-supervised Learning with Scarce Labeled Samples",
booktitle="Computer Vision -- ECCV 2024",
year="2025",
publisher="Springer Nature Switzerland",
address="Cham",
pages="125--142",
isbn="978-3-031-73013-9",
series={Lecture Notes in Computer Science},
volume={15143},
doi={10.1007/978-3-031-73013-9_8},
url={https://link.springer.com/chapter/10.1007/978-3-031-73013-9_8}
}

@InProceedings{structural,
    author    = {Kim, Noo-ri and Lee, Jin-Seop and Lee, Jee-Hyong},
    title     = {Learning with Structural Labels for Learning with Noisy Labels},
    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
    month     = {June},
    year      = {2024},
    pages     = {27610-27620}
}

@article{zigzag,
  title = {Automation of trimming die design inspection by zigzag process between AI and CAD domains},
  author = {Lee, Jin-Seop and Kim, Tae-Hyun and Jeon, Sang-Hwan and Park, Sung-Hyun and Kim, Sang-Hi and Lee, Eun-Ho and Lee, Jee-Hyong},
  journal = {Engineering Applications of Artificial Intelligence},
  volume = {127},
  pages = {107283},
  year = {2024},
  doi = {10.1016/j.engappai.2023.107283},
  url = {https://www.sciencedirect.com/science/article/abs/pii/S0952197623014677}
}

@article{adc,
  title = {Automatic Defect Classification Using Semi-Supervised Learning With Defect Localization},
  author = {Kim, Yusung and Lee, Jin-Seop and Lee, Jee-Hyong},
  journal = {IEEE Transactions on Semiconductor Manufacturing},
  year = {2023},
  volume = {36},
  number = {3},
  pages = {476--485},
  doi = {10.1109/TSM.2023.3278036},
  url = {https://doi.org/10.1109/TSM.2023.3278036}
}