3 papers
cs.LG2026
Query-Aware Spreading Activation for Multi-Hop Retrieval over Knowledge Graphs
Illia Makarov, Mykola Glybovets
Retrieval-augmented generation built on knowledge graphs (Graph RAG) outperforms flat passage retrieval on multi-hop question answering by leveraging graph structure. In most exist…
cs.RO2026
Activity-Dependent Plasticity in Morphogenetically-Grown Recurrent Networks
Sergii Medvid, Andrii Valenia, Mykola Glybovets
Developmental approaches to neural architecture search grow functional networks from compact genomes through self-organisation, but the resulting networks operate with fixed post-g…
cs.NE2026
MorphoNAS: Embryogenic Neural Architecture Search Through Morphogen-Guided Development
Mykola Glybovets, Sergii Medvid
While biological neural networks develop from compact genomes using relatively simple rules, modern artificial neural architecture search methods mostly involve explicit and routin…