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cs.SI2025

MASH: A Multiplatform and Multimodal Annotated Dataset for Societal Impact of Hurricane

Ruichen Yao, Aslanbek Murzakhmetov, Raaghav Pillai +9

Natural disasters cause multidimensional threats to human societies, with hurricanes exemplifying one of the most disruptive events that not only caused severe physical damage but…

cs.IR2025

Learning Decomposed Contextual Token Representations from Pretrained and Collaborative Signals for Generative Recommendation

Yifan Liu, Yaokun Liu, Zelin Li +5

Recent advances in generative recommenders adopt a two-stage paradigm: items are first tokenized into semantic IDs using a pretrained tokenizer, and then large language models (LLM…

cs.IR2025

SPRINT: Scalable and Predictive Intent Refinement for LLM-Enhanced Session-based Recommendation

Gyuseok Lee, Wonbin Kweon, Zhenrui Yue +5

Large language models (LLMs) have enhanced conventional recommendation models via user profiling, which generates representative textual profiles from users' historical interaction…

cs.CV2025

Component-Based Fairness in Face Attribute Classification with Bayesian Network-informed Meta Learning

Yifan Liu, Ruichen Yao, Yaokun Liu +4

The widespread integration of face recognition technologies into various applications (e.g., access control and personalized advertising) necessitates a critical emphasis on fairne…

cs.LG2025

Modality Interactive Mixture-of-Experts for Fake News Detection

Yifan Liu, Yaokun Liu, Zelin Li +3

The proliferation of fake news on social media platforms disproportionately impacts vulnerable populations, eroding trust, exacerbating inequality, and amplifying harmful narrative…