Opening the Black Box: Interpretable LLMs via Semantic Resonance Architecture. - Ivan Ternovtsii (CoRR, 2025)

Equifinality in Mixture of Experts: Routing Topology Does Not Determine Language Modeling Quality. - Ivan Ternovtsii; Yurii Bilak (CoRR, 2026)

Geometric Routing Enables Causal Expert Control in Mixture of Experts. - Ivan Ternovtsii; Yurii Bilak (CoRR, 2026)