Publications

* Equal Contribution    † Co-corresponding author

Conference Under Review

Conference

  1. ECCV
    Sink-Token-Aware Pruning for Fine-Grained Video Understanding in Efficient Video LLMs
    Kibum Kim, Jiwan Kim, Kyle Min, Yueqi Wang, Jinyoung Moon, Julian McAuley, and Chanyoung Park
    European Conference on Computer Vision (ECCV), 2026
    PDF Code
  2. ECCV
    Why and When Visual Token Pruning Fails? A Study on Relevant Visual Information Shift in MLLMs Decoding
    Jiwan Kim, Kibum Kim, Wonjoong Kim, Byung-Kwan Lee, and Chanyoung Park
    European Conference on Computer Vision (ECCV), 2026
    PDF Website
  3. ICLR
    CompoDistill: Attention Distillation for Compositional Reasoning in Multimodal LLMs
    Jiwan Kim, Kibum Kim, Sangwoo Seo, and Chanyoung Park
    International Conference on Learning Representations (ICLR), 2026
    PDF Code Website
  4. ICLR
    Token-Efficient Item Representation via Images for LLM Recommender Systems
    Kibum Kim, Sein Kim, HongSeok Kang, Jiwan Kim, Heewoong Noh, Yeonjun In, Kanghoon Yoon, Jinoh Oh, Julian McAuley, and Chanyoung Park
    International Conference on Learning Representations (ICLR), 2026
    PDF Code
  5. KDD
    Lost in Sequence: Do Large Language Models Understand Sequential Recommendation?
    Sein Kim, Hongseok Kang, Kibum Kim, Jiwan Kim, Donghyun Kim, Minchul Yang, Kwangjin Oh, Julian McAuley, and Chanyoung Park
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2025
    PDF Code
  6. SIGIR
    Disentangling and Generating Modalities for Recommendation in Missing Modality Scenarios
    Jiwan Kim, Hongseok Kang, Sein Kim, Kibum Kim, and Chanyoung Park
    ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025
    PDF Code

Under Review

  1. Under Review
    Revisiting CF-Integrated LLM Recommenders through Dimensional Collapse
    Jimin Seo, HongSeok Kang, Sein Kim, Jiwan Kim, and Chanyoung Park
    Under Review, 2026
  2. Under Review
    GeoGater: Meta-Feature Guided Adaptive Routing for Worldwide Image Geolocalization
    Hoyoung Choi, Sungwon Kim, Jiwan Kim, and Chanyoung Park
    Under Review, 2026
  3. Under Review
    Adaptive Graph Rewiring to Mitigate Over-Squashing in Mesh-Based GNNs for Fluid Dynamics Simulations
    Sangwoo Seo, Hyunsung Kim, Jiwan Kim, and Chanyoung Park
    Under Review, 2026
    PDF