Zero-shot Logical Query Reasoning on any Knowledge Graph

M Galkin, J Zhou, B Ribeiro, J Tang, Z Zhu - arXiv preprint arXiv …, 2024 - arxiv.org
Complex logical query answering (CLQA) in knowledge graphs (KGs) goes beyond simple
KG completion and aims at answering compositional queries comprised of multiple …

Adaptive stochastic weight averaging

C Demir, A Sharma, ACN Ngomo - arXiv preprint arXiv:2406.19092, 2024 - arxiv.org
Ensemble models often improve generalization performances in challenging tasks. Yet,
traditional techniques based on prediction averaging incur three well-known disadvantages …

Learning Representations for Reasoning: Generalizing Across Diverse Structures

Z Zhu - arXiv preprint arXiv:2410.13018, 2024 - arxiv.org
Reasoning, the ability to logically draw conclusions from existing knowledge, is a hallmark of
human. Together with perception, they constitute the two major themes of artificial …

Towards Neural Graph Databases

H Ren - 2023 - search.proquest.com
Graph databases are the primary workhorse for storing and organizing structured
information over real-world entities. The core task on graph databases is query answering …