Junchen Fu

Research title: Efficiently Adapting Multimodal Foundation Models for Recommendation

Publications

List by: Type | Date

Jump to: 2025 | 2024
Number of items: 8.

2025

Fu, Junchen, Ge, Xuri, Xin, Xin, Yu, Haitao, Feng, Yue, Karatzoglou, Alexandros, Arapakis, Ioannis and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval. In: WWW '25: The ACM Web Conference 2025, Sydney, Australia, 28 Apr - 02 May 2025, pp. 2149-2152. ISBN 9798400713316 (doi: 10.1145/3701716.3717559)

He, Yaoqin, Fu, Junchen, Zheng, Kaiwen, Xu, Songpei, Chen, Fuhai, Li, Jie, Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 and Ge, Xuri (2025) Double-Filter: Efficient Fine-tuning of Pre-trained Vision-Language Models via Patch&Layer Filtering. In: ICML 2025, Vancouver, Canada, 13-19 July 2025, (Accepted for Publication)

Zhuang, Ziyi, Du, Hanwen, Han, Hui, Li, Youhua, Fu, Junchen, Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 and Ni, Yongxin (2025) Bridging the Gap: Teacher-Assisted Wasserstein Knowledge Distillation for Efficient Multi-Modal Recommendation. In: 2025 ACM Web Conference, Sydney, Australia, 28 Apr – 02 May 2025, pp. 2464-2475. ISBN 9798400712746 (doi: 10.1145/3696410.3714852)

Zheng, Kaiwen, Ge, Xuri ORCID logoORCID: https://orcid.org/0000-0002-3925-4951, Fu, Junchen, Peng, Jun and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Multimodal Representation Learning Techniques for Comprehensive Facial State Analysis. In: 2025 IEEE International Conference on Multimedia and Expo (ICME), Nantes, France, 30 Jun - 04 Jul 2025, (Accepted for Publication)

Ge, Xuri, Li, Linqing, Xu, Songpei, Zheng, Kaiwen, He, Yaoqin, Fu, Junchen and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) The DenseCap-Guided Attention Network For Image-Text Matching. In: ACM Web Conference 2025, Sydney, Australia, 28 April - 2 May 2025, (Accepted for Publication)

Liu, Zhiyu, Fu, Junchen, Zheng, Kaiwen and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Exploring Multimodal Pre-trained Models for Speech Emotion Recognition. In: ACM Web Conference 2025, Sydney, Australia, 28 April - 2 May 2025, (Accepted for Publication)

2024

Ge, Xuri ORCID logoORCID: https://orcid.org/0000-0002-3925-4951, Fu, Junchen, Chen, Fuhai, An, Shan, Sebe, Nicu and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2024) Towards End-to-End Explainable Facial Action Unit Recognition via Vision-Language Joint Learning. In: 32nd ACM Multimedia Conference (MM2024), Melbourne, Australia, 28 Oct - 01 Nov 2024, pp. 8189-8198. ISBN 9798400706868 (doi: 10.1145/3664647.3681443)

Fu, Junchen, Ge, Xuri ORCID logoORCID: https://orcid.org/0000-0002-3925-4951, Xin, Xin, Karatzoglou, Alexandros, Arapakis, Ioannis, Wang, Jie and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2024) IISAN: Efficiently Adapting Multimodal Representation for Sequential Recommendation with Decoupled PEFT. In: 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024), Washington D.C., USA, 14-18 July 2024, (Accepted for Publication)

This list was generated on Sun Jun 15 07:13:24 2025 BST.
Jump to: Conference Proceedings
Number of items: 8.

Conference Proceedings

Fu, Junchen, Ge, Xuri, Xin, Xin, Yu, Haitao, Feng, Yue, Karatzoglou, Alexandros, Arapakis, Ioannis and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval. In: WWW '25: The ACM Web Conference 2025, Sydney, Australia, 28 Apr - 02 May 2025, pp. 2149-2152. ISBN 9798400713316 (doi: 10.1145/3701716.3717559)

He, Yaoqin, Fu, Junchen, Zheng, Kaiwen, Xu, Songpei, Chen, Fuhai, Li, Jie, Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 and Ge, Xuri (2025) Double-Filter: Efficient Fine-tuning of Pre-trained Vision-Language Models via Patch&Layer Filtering. In: ICML 2025, Vancouver, Canada, 13-19 July 2025, (Accepted for Publication)

Zhuang, Ziyi, Du, Hanwen, Han, Hui, Li, Youhua, Fu, Junchen, Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 and Ni, Yongxin (2025) Bridging the Gap: Teacher-Assisted Wasserstein Knowledge Distillation for Efficient Multi-Modal Recommendation. In: 2025 ACM Web Conference, Sydney, Australia, 28 Apr – 02 May 2025, pp. 2464-2475. ISBN 9798400712746 (doi: 10.1145/3696410.3714852)

Zheng, Kaiwen, Ge, Xuri ORCID logoORCID: https://orcid.org/0000-0002-3925-4951, Fu, Junchen, Peng, Jun and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Multimodal Representation Learning Techniques for Comprehensive Facial State Analysis. In: 2025 IEEE International Conference on Multimedia and Expo (ICME), Nantes, France, 30 Jun - 04 Jul 2025, (Accepted for Publication)

Ge, Xuri, Li, Linqing, Xu, Songpei, Zheng, Kaiwen, He, Yaoqin, Fu, Junchen and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) The DenseCap-Guided Attention Network For Image-Text Matching. In: ACM Web Conference 2025, Sydney, Australia, 28 April - 2 May 2025, (Accepted for Publication)

Liu, Zhiyu, Fu, Junchen, Zheng, Kaiwen and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Exploring Multimodal Pre-trained Models for Speech Emotion Recognition. In: ACM Web Conference 2025, Sydney, Australia, 28 April - 2 May 2025, (Accepted for Publication)

Ge, Xuri ORCID logoORCID: https://orcid.org/0000-0002-3925-4951, Fu, Junchen, Chen, Fuhai, An, Shan, Sebe, Nicu and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2024) Towards End-to-End Explainable Facial Action Unit Recognition via Vision-Language Joint Learning. In: 32nd ACM Multimedia Conference (MM2024), Melbourne, Australia, 28 Oct - 01 Nov 2024, pp. 8189-8198. ISBN 9798400706868 (doi: 10.1145/3664647.3681443)

Fu, Junchen, Ge, Xuri ORCID logoORCID: https://orcid.org/0000-0002-3925-4951, Xin, Xin, Karatzoglou, Alexandros, Arapakis, Ioannis, Wang, Jie and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2024) IISAN: Efficiently Adapting Multimodal Representation for Sequential Recommendation with Decoupled PEFT. In: 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2024), Washington D.C., USA, 14-18 July 2024, (Accepted for Publication)

This list was generated on Sun Jun 15 07:13:24 2025 BST.

Supervisors