A task-adaptive two-layer methodology combining a compact, reviewed knowledge layer for orientation and cross-source synthesis with a versioned evidence layer for exact lookup and claim support is presented.
A. Volkov, Taras Pustovoy, Dmitriy Istomin et al.· Machine Learning and Knowled...· 0 citations
Machine learning models for steel property prediction routinely report high-quality metrics with R² > 0.85, yet these results rely on random splits that allow similar grades in both train and test sets. We present SteelAgent, an interactive system that exposes a critical generalization gap: the same models drop from R²...
A. Volkov, R. Sultimov, Mikhail Kuzin et al.· Proceedings of the Thirty-Fi...· 0 citations
UrbanMix is presented, an interactive simulation platform that embeds cognitively diverse agents (human drivers, cautious AVs, aggressive AVs, and delivery robots) with distinct behavioral profiles inside a Simulation of Urban MObility (SUMO) framework of real urban road networks.
R. Sultimov, D. Efimov, I. Novikov et al.· Proceedings of the Thirty-Fi...· 0 citations
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