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Author

Kai Xu

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Sep 2026

Turning Cold Entities Warm: LLM-Based User and Item Interaction Simulation for Recommendations

Recommendation throughout the cold-start period remains a challenge in recommender systems. Strictly cold entities (users/items) have no interactions, while warm-up entities only have a few unreliable interactions. Strict cold-start methods typically overlook warm-up entities, while warm-up methods are generally not de...

Hao Chen, Li-Jia Chen, Huan Gong et al. · 0 citations
Conference Aug 2026

Conditional Multimodal Fusion for Time-Series Anomaly Detection

Multivariate time-series anomaly detection is central to modern cyber-physical and cloud monitoring systems. While most detectors rely solely on sensor or telemetry streams, operational anomalies are often accompanied by textual evidence such as logs. This paper presents a conditional multimodal framework for time-seri...

Bo-Xuan Wang, Meng-Yao Du, Miao Zhang et al. · 0 citations

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