Author

Huda Hakami

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Open access 2026

Adaptive Relation-Specific Ensemble Learning for Knowledge Graph Completion

Adaptive Relation-specific Weighted Ensemble (AReWE) is proposed, a relation-aware ensemble framework that jointly fine-tunes pretrained KGE models and achieves state-of-the-art performance on FB15K237 and NELL-995.

Huda Hakami, Danushka Bollegala · Transactions of the Associat... · 0 citations

#machine learning Preprint Oct 2026

SPARS: A Stability-Plasticity-Aware Region Selection Framework for Continual Learning

Continual learning aims to acquire new knowledge while retaining previously learned knowledge. However, updating shared parameters when learning new tasks often overwrites existing knowledge, causing catastrophic forgetting. Memory replay methods mitigate catastrophic forgetting but rely on previous samples, raising pr...

Teif Aldaajani, Huda Hakami, Maha A. Thafar · 0 citations