InBox: Recommendation with Knowledge Graph using Interest Box Embedding

no code implementations • 19 Mar 2024 • Zezhong Xu, Yincen Qu, Wen Zhang, Lei Liang, Huajun Chen

This homogenization limits the precise exploitation of knowledge graph data and interest connectivity.

Knowledge Graphs Recommendation Systems

Commonsense Knowledge Salience Evaluation with a Benchmark Dataset in E-commerce

1 code implementation • 22 May 2022 • Yincen Qu, Ningyu Zhang, Hui Chen, Zelin Dai, Zezhong Xu, Chengming Wang, Xiaoyu Wang, Qiang Chen, Huajun Chen

In addition to formulating the new task, we also release a new Benchmark dataset of Salience Evaluation in E-commerce (BSEE) and hope to promote related research on commonsense knowledge salience evaluation.

SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph Reasoning

1 code implementation • 17 Jan 2022 • Yushi Bai, Xin Lv, Juanzi Li, Lei Hou, Yincen Qu, Zelin Dai, Feiyu Xiong

Multi-hop knowledge graph (KG) reasoning has been widely studied in recent years to provide interpretable predictions on missing links with evidential paths.

Navigate Reinforcement Learning (RL)