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S. Stepanov

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Preprint Sep 2026

Emergent Intelligence: Resonant Oscillators Produce Proactive Adaptive Behavior

Most artificial neural systems are built to map given inputs to outputs. Adaptive agents face a prior problem: they must act without enough evidence, seek encounters with the world, and revise behavior when evidence appears. We propose another starting point for intelligent neural networks: proactive search without sig...

A. Fedosov, Maxim Yakimenko, S. Stepanov · 0 citations

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