3 papers
cs.CV2026
FileGram: Grounding Agent Personalization in File-System Behavioral Traces
Shuai Liu, Shulin Tian, Kairui Hu +6
Coworking AI agents operating within local file systems are rapidly emerging as a paradigm in human-AI interaction; however, effective personalization remains limited by severe dat…
cs.IR2024
SPGL: Enhancing Session-based Recommendation with Single Positive Graph Learning
Tiantian Liang, Zhe Yang
Session-based recommendation seeks to forecast the next item a user will be interested in, based on their interaction sequences. Due to limited interaction data, session-based reco…
cs.IR2024
Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation
Zhe Yang, Tiantian Liang
Session-based recommendation focuses on predicting the next item a user will interact with based on sequences of anonymous user sessions. A significant challenge in this field is d…