Recommendation

3 papers across 3 sessions

Poster Session 1

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

VisualLens: Personalization through Task-Agnostic Visual History

#4804 · Wang Bill Zhu, Deqing Fu, Kai Sun, Yi Lu, Zhaojiang Lin, Seungwhan Moon, Kanika Narang, MUSTAFA CANIM, Yue Liu, Anuj Kumar, Xin Dong

We propose VisualLens, which leverages task-agnostic user's visual record to enhance the understanding of individual preferences and deliver more personalized MLLM recommendations.

Poster Session 2

1 paper

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Fading to Grow: Growing Preference Ratios via Preference Fading Discrete Diffusion for Recommendation

#2413 · Guoqing Hu, An Zhang, Shuchang Liu, Wenyu Mao, Jiancan Wu, Xun Yang, Xiang Li, Lantao Hu, Han Li, Kun Gai, Xiang Wang

preference fading discrete diffusion tailored for recommendation via modeling preference ratios

Poster Session 3

1 paper

Thursday, December 4, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Think before Recommendation: Autonomous Reasoning-enhanced Recommender

#4319 · Xiaoyu Kong, Junguang Jiang, Bin Liu, Ziru Xu, Han Zhu, Jian Xu, Bo Zheng, Jiancan Wu, Xiang Wang