The following papers have been accepted at ICDM MMSR’25:

1. PMMR: Query-Adaptive Geo-Personalized Multimodal Ranking for Creative Search at Scale [PDF]
   Liping Zhang, Tracy King, Ravindra Sadaphule, Jayant Kumar

2. Scaling Multimodal Search and Recommendation with Small Language Models via Upside-Down Reinforcement Learning [PDF]
   Yu-Chen Lin, Sanat Sharma, Hari Manikandan, Jayant Kumar, Tracy King, Jing Zheng

3. FUSE : Failure-aware Usage of Subagent Evidence for MultiModal Search and Recommendation [PDF]
   Tushar Vatsa, Vibha Belavadi, Priya Shanmugasundaram, Suhas Suresha, Dewang Sultania

4. Bridging Modality Gaps in e-Commerce Products via Vision-Language Alignment [PDF]
   Yipeng Zhang, Hongjun Yu, Aritra Mandal, Canran Xu, Qunzhi Zhou, Zhe Wu

5. F4-ITS: Fine-grained Feature Fusion for Food Image-Text Search [PDF]
   Raghul Asokan

6. UNION: A Lightweight Target Representation for Efficient Image-Guided Retrieval with Optional Textual Queries [PDF]
   Hoang-Bao Le, Allie Tran, Binh T. Nguyen, Liting Zhou, Cathal Gurrin

7. Enhancing Sequential Recommendation via Task-Aware Query-Based Multi-Modal Retrieval [PDF]
   Liang-Chen Ma, Wu-Dong Xi, Xing-Xing Xing, Wei Wan, Chang-Dong Wang

8. ID-Guided Multimodal Experts with Contrastive Diffusion for Sequential Recommendation [PDF]
   Yi-Hong Lu, Wu-Dong Xi, Xing-Xing Xing, Wei Wan, Chang-Dong Wang

9. Multi-Modal Diffusion Model for Cross-Domain Recommendation [PDF]
   Yi-Hong Lu, Wu-Dong Xi, Xing-Xing Xing, Wei Wan, Pei-Yuan Lai, Chang-Dong Wang

10. Will It Zero-Shot?: Predicting Zero-Shot Classification Performance For Arbitrary Queries [PDF]
    Kevin Robbins, Xiaotong Liu, Yu Wu, Grady McPeak, Le Sun, Abby Stylianou, Robert Pless