Junlin Zhu

Frequency-domain sequential recommendation models enhance sequence representation capacity through spectral transformations. However, existing methods typically adopt coarse-grained spectrum reweighting strategies that strengthen high-frequency components while amplifying random noise within freq...

Few-shot knowledge graph completion (FKGC) aims to enhance knowledge reasoning for newly emerging relations using only a limited number of supporting triples. Given the inherent growth and evolution of knowledge graphs (KGs), FKGC faces greater challenges in continual learning (CL) scenarios, as...