2 papers
cs.IR2025
Leveraging Language Semantics for Collaborative Filtering with TextGCN and TextGCN-MLP: Zero-Shot vs In-Domain Performance
Andrei Chernov, Haroon Wahab, Oleg Novitskij
In recent years, various approaches have been proposed to leverage large language models (LLMs) for incorporating textual information about items into recommender systems. Existing…
cs.LG2025
The Empirical Impact of Reducing Symmetries on the Performance of Deep Ensembles and MoE
Andrei Chernov, Oleg Novitskij
Recent studies have shown that reducing symmetries in neural networks enhances linear mode connectivity between networks without requiring parameter space alignment, leading to imp…