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cs.CL2026
LLM-Assisted Discovery of Typed Semantic Links for Ontology Network Construction
Nouha Hayouni, Sheeba Samuel, Alsayed Algergawy
Constructing typed, justified semantic links between ontologies is essential for enabling interoperability across heterogeneous and interdisciplinary knowledge domains. However, ma…
cs.LG2026
Learning to be Reproducible: Custom Loss Design for Robust Neural Networks
Waqas Ahmed, Sheeba Samuel, Kevin Coakley +2
To enhance the reproducibility and reliability of deep learning models, we address a critical gap in current training methodologies: the lack of mechanisms that ensure consistent a…