Junchen Fu

Research title: Efficiently Adapting Multimodal Foundation Models for Recommendation

Publications

List by: Type | Date

Jump to: 2025 | 2024
Number of items: 11.

2025

Ye, Yu, Fu, Junchen, Song, Yu, Zheng, Kaiwen and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Are Multimodal Embeddings Truly Beneficial for Recommendation? A Deep Dive into Whole vs. Individual Modalities. In: 48th European Conference on Information Retrieval (ECIR 2026), Delft, The Netherlands, 30 March - 1 April 2026, (Accepted for Publication)

Yu, Haitao, Fang, Yubo, Ge, Xuri, Xin, Xin, Wang, Zihan, Fu, Junchen, Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759, Ma, Weizhi and Ren, Zhaochun (2025) R3AG 2025: Workshop on Refined and Reliable Retrieval-Augmented Generation. In: 3rd International ACM SIGIR Conference on Information Retrieval in the Asia Pacific, Xi'an, China, 7-10 December 2025, pp. 461-464. ISBN 9798400722189 (doi: 10.1145/3767695.3769524)

Fu, Junchen, Ge, Xuri, Xin, Xin, Karatzoglou, Alexandros, Arapakis, Ioannis, Zheng, Kaiwen, Ni, Yongxin and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Efficient and effective adaptation of multimodal foundation models in sequential recommendation. IEEE Transactions on Knowledge and Data Engineering, (doi: 10.1109/TKDE.2025.3608071) (Early Online Publication)

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)

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, pp. 2176-2180. ISBN 9798400713316 (doi: 10.1145/3701716.3717561)

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)

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, pp. 687-697. ISBN 9798400704314 (doi: 10.1145/3626772.3657725)

This list was generated on Thu Jan 1 16:45:06 2026 GMT.
Jump to: Articles | Conference Proceedings
Number of items: 11.

Articles

Fu, Junchen, Ge, Xuri, Xin, Xin, Karatzoglou, Alexandros, Arapakis, Ioannis, Zheng, Kaiwen, Ni, Yongxin and Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Efficient and effective adaptation of multimodal foundation models in sequential recommendation. IEEE Transactions on Knowledge and Data Engineering, (doi: 10.1109/TKDE.2025.3608071) (Early Online Publication)

Conference Proceedings

Ye, Yu, Fu, Junchen, Song, Yu, Zheng, Kaiwen and Jose, Joemon ORCID logoORCID: https://orcid.org/0000-0001-9228-1759 (2025) Are Multimodal Embeddings Truly Beneficial for Recommendation? A Deep Dive into Whole vs. Individual Modalities. In: 48th European Conference on Information Retrieval (ECIR 2026), Delft, The Netherlands, 30 March - 1 April 2026, (Accepted for Publication)

Yu, Haitao, Fang, Yubo, Ge, Xuri, Xin, Xin, Wang, Zihan, Fu, Junchen, Jose, Joemon M. ORCID logoORCID: https://orcid.org/0000-0001-9228-1759, Ma, Weizhi and Ren, Zhaochun (2025) R3AG 2025: Workshop on Refined and Reliable Retrieval-Augmented Generation. In: 3rd International ACM SIGIR Conference on Information Retrieval in the Asia Pacific, Xi'an, China, 7-10 December 2025, pp. 461-464. ISBN 9798400722189 (doi: 10.1145/3767695.3769524)

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)

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, pp. 2176-2180. ISBN 9798400713316 (doi: 10.1145/3701716.3717561)

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)

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, pp. 687-697. ISBN 9798400704314 (doi: 10.1145/3626772.3657725)

This list was generated on Thu Jan 1 16:45:06 2026 GMT.

Supervisors