Yunshan Ma

2026

MetaRAG: Identifying Website Owner Using Meta-Path-Guided Dynamic Graph Retrieval-Augmented Generation.

Cheng Tu|Yunshan Ma|Bingyang Guo|Qianyu Li|Yang Li|Min Zhang|Fan Shi|Xiang Wang

ACM Transactions on Information Systems (TOIS) 2026 Volume 44 Issue 4

Frozen LVLMs for Micro-Video Recommendation: A Systematic Study of Feature Extraction and Fusion.

Huatuan Sun|Yunshan Ma|Changguang Wu|Yanxin Zhang|Pengfei Wang|Xiaoyu Du

Proceedings of the 2026 International Conference on Multimedia Retrieval, ICMR 2026, Amsterdam, The Netherlands, June 16-19, 2026

ThinkTank-ME: A Multi-Expert Framework for Middle East Event Forecasting.

Haoxuan Li|He Chang|Yunshan Ma|Yi Bin|Yang Yang|See-Kiong Ng|Tat-Seng Chua

Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026.

2025

International Workshop on Multimodal Generative Search and Recommendation (MMGenSR@CIKM 2025).

Yi Bin|Haoxuan Li|Haokai Ma|Yang Zhang|Wenjie Wang|Yunshan Ma|Yang Yang|Tat-Seng Chua

Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025

FashionDPO: Fine-tune Fashion Outfit Generation Model using Direct Preference Optimization.

Mingzhe Yu|Yunshan Ma|Lei Wu|Changshuo Wang|Xue Li|Lei Meng

Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025

FinIR: The 2nd Workshop on Financial Information Retrieval in the Era of Generative AI.

Fengbin Zhu|Yunshan Ma|Fuli Feng|Chao Wang|Huanbo Luan|Guangnan Ye|Shuo Zhang|Dhagash Mehta|Pingping Chen|Bing Xiang|Tat-Seng Chua

Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025

2024

Causal Disentangled Recommendation against User Preference Shifts.

Wenjie Wang|Xinyu Lin|Liuhui Wang|Fuli Feng|Yunshan Ma|Tat-Seng Chua

ACM Transactions on Information Systems (TOIS) 2024 Volume 42 Issue 1

Filter-based Stance Network for Rumor Verification.

Jun Li|Yi Bin|Yunshan Ma|Yang Yang|Zi Huang|Tat-Seng Chua

ACM Transactions on Information Systems (TOIS) 2024 Volume 42 Issue 4

MultiCBR: Multi-view Contrastive Learning for Bundle Recommendation.

Yunshan Ma|Yingzhi He|Xiang Wang|Yinwei Wei|Xiaoyu Du|Yuyangzi Fu|Tat-Seng Chua

ACM Transactions on Information Systems (TOIS) 2024 Volume 42 Issue 4

Smart Fitting Room: A One-stop Framework for Matching-aware Virtual Try-On.

Mingzhe Yu|Yunshan Ma|Lei Wu|Kai Cheng|Xue Li|Lei Meng|Tat-Seng Chua

Proceedings of the 2024 International Conference on Multimedia Retrieval, ICMR 2024, Phuket, Thailand, June 10-14, 2024

Diffusion Models for Generative Outfit Recommendation.

Yiyan Xu|Wenjie Wang|Fuli Feng|Yunshan Ma|Jizhi Zhang|Xiangnan He

Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2024, Washington DC, USA, July 14-18, 2024

Leveraging Multimodal Features and Item-level User Feedback for Bundle Construction.

Yunshan Ma|Xiaohao Liu|Yinwei Wei|Zhulin Tao|Xiang Wang|Tat-Seng Chua

Proceedings of the 17th ACM International Conference on Web Search and Data Mining, WSDM 2024, Merida, Mexico, March 4-8, 2024

Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models.

Kelvin J. L. Koa|Yunshan Ma|Ritchie Ng|Tat-Seng Chua

Proceedings of the ACM on Web Conference 2024, WWW 2024, Singapore, May 13-17, 2024

FashionReGen: LLM-Empowered Fashion Report Generation.

Yujuan Ding|Yunshan Ma|Wenqi Fan|Yige Yao|Tat-Seng Chua|Qing Li

Companion Proceedings of the ACM on Web Conference 2024, WWW 2024, Singapore, Singapore, May 13-17, 2024

2023

Diffusion Variational Autoencoder for Tackling Stochasticity in Multi-Step Regression Stock Price Prediction.

Kelvin J. L. Koa|Yunshan Ma|Ritchie Ng|Tat-Seng Chua

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023

Strategy-aware Bundle Recommender System.

Yinwei Wei|Xiaohao Liu|Yunshan Ma|Xiang Wang|Liqiang Nie|Tat-Seng Chua

Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2023, Taipei, Taiwan, July 23-27, 2023

2021

Leveraging Two Types of Global Graph for Sequential Fashion Recommendation.

Yujuan Ding|Yunshan Ma|Wai Keung Wong|Tat-Seng Chua

ICMR '21: International Conference on Multimedia Retrieval, Taipei, Taiwan, August 21-24, 2021

Reproducibility Companion Paper: Knowledge Enhanced Neural Fashion Trend Forecasting.

Yunshan Ma|Yujuan Ding|Xun Yang|Lizi Liao|Wai Keung Wong|Tat-Seng Chua|Jinyoung Moon|Hong-Han Shuai

ICMR '21: International Conference on Multimedia Retrieval, Taipei, Taiwan, August 21-24, 2021

2020

Knowledge Enhanced Neural Fashion Trend Forecasting.

Yunshan Ma|Yujuan Ding|Xun Yang|Lizi Liao|Wai Keung Wong|Tat-Seng Chua

Proceedings of the 2020 on International Conference on Multimedia Retrieval, ICMR 2020, Dublin, Ireland, June 8-11, 2020.

2019

Interpretable Fashion Matching with Rich Attributes.

Xun Yang|Xiangnan He|Xiang Wang|Yunshan Ma|Fuli Feng|Meng Wang|Tat-Seng Chua

Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2019, Paris, France, July 21-25, 2019.