2 papers
cs.AI2026
Matched Excess-Outranker Regularization for Candidate-Set Interference in Continual Knowledge Graph Embedding
Hao Ren, Junbin Gao, Jiaojiao Jiang
Continual knowledge graph embedding updates entity and relation representations as a graph grows. Existing methods primarily address catastrophic forgetting, but entity admission a…
cs.LG2025
Implicit Hypergraph Neural Networks: A Stable Framework for Higher-Order Relational Learning with Provable Guarantees
Xiaoyu Li, Guangyu Tang, Jiaojiao Jiang
Many real-world interactions are group-based rather than pairwise such as papers with multiple co-authors and users jointly engaging with items. Hypergraph neural networks have sho…