Sequential query encoding for complex query answering on knowledge graphs

J Bai, T Zheng, Y Song - arxiv preprint arxiv:2302.13114, 2023 - arxiv.org
Complex Query Answering (CQA) is an important and fundamental task for knowledge
graph (KG) reasoning. Query encoding (QE) is proposed as a fast and robust solution to …

Deep metric learning assisted by intra-variance in a semi-supervised view of learning

P Liu, Z Liu, Y Lang, S Liu, Q Zhou, Q Li - Engineering Applications of …, 2024 - Elsevier
Deep metric learning aims to construct an embedding space where samples belonging to
the same class are closely grouped together, while samples from different classes are …