publications

2026

1. 

   EVIDENT: Routing MLLM Adaptation through Entity-Grounded Visual Evidence for Cross-Domain Video Temporal Grounding

   Geo Ahn^*, Jiwook Han^*, Youngrae Kim^*, Joonseok Lee, and Jinwoo Choi

   arXiv preprint, 2026

   arXiv

   @article{ahn2026evident,
     title = {EVIDENT: Routing MLLM Adaptation through Entity-Grounded Visual Evidence for Cross-Domain Video Temporal Grounding},
     author = {Ahn, Geo and Han, Jiwook and Kim, Youngrae and Lee, Joonseok and Choi, Jinwoo},
     journal = {arXiv preprint},
     year = {2026},
   }

2. 

   Why Can’t I Open My Drawer? Mitigating Object-Driven Shortcuts in Zero-Shot Compositional Action Recognition

   Geo Ahn, Inwoong Lee, Taeoh Kim, Minho Shim, Dongyoon Wee, and Jinwoo Choi

   In ECCV, 2026

   arXiv Project Page

   @inproceedings{ahn2026rcore,
     title = {Why Can't I Open My Drawer? Mitigating Object-Driven Shortcuts in Zero-Shot Compositional Action Recognition},
     author = {Ahn, Geo and Lee, Inwoong and Kim, Taeoh and Shim, Minho and Wee, Dongyoon and Choi, Jinwoo},
     booktitle = {ECCV},
     year = {2026},
     project_page = {RCORE.html}
   }

3. 

   SlotVTG: Object-Centric Adapter for Generalizable Video Temporal Grounding

   Geo Ahn^*, Jiwook Han^*, Youngrae Kim^*, and Jinwoo Choi

   In GRAIL-V Workshop at CVPR, 2026

   arXiv Project Page

   @inproceedings{han2026slotvtg,
     title = {SlotVTG: Object-Centric Adapter for Generalizable Video Temporal Grounding},
     author = {Ahn, Geo and Han, Jiwook and Kim, Youngrae and Choi, Jinwoo},
     booktitle = {GRAIL-V Workshop at CVPR},
     year = {2026},
     project_page = {https://slotvtg.netlify.app/}
   }

2024

1. 

   DEVIAS: Learning Disentangled Video Representations of Action and Scene for Holistic Video Understanding

   Geo Ahn^*, Kyungho Bae^*, Youngrae Kim^*, and Jinwoo Choi

   In ECCV (Oral, 2.3% acceptance rate), 2024

   arXiv Code Project Page

   @inproceedings{bae2024devias,
     title = {DEVIAS: Learning Disentangled Video Representations of Action and Scene for Holistic Video Understanding},
     author = {Ahn, Geo and Bae, Kyungho and Kim, Youngrae and Choi, Jinwoo},
     booktitle = {ECCV (Oral, 2.3% acceptance rate)},
     year = {2024},
     project_page = {https://khu-vll.github.io/DEVIAS/}
   }