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cs.MA2026
MultiHedge: Adaptive Coordination via Retrieval-Augmented Control
Feliks Bańka, Jarosław A. Chudziak
Decision-making under changing conditions remains a fundamental challenge in many real-world systems. Existing approaches often fail to generalize across shifting regimes and exhib…
cs.MA2026
Toward Explanatory Equilibrium: Verifiable Reasoning as a Coordination Mechanism under Asymmetric Information
Feliks Bańka, Jarosław A. Chudziak
LLM-based agents increasingly coordinate decisions in multi-agent systems, often attaching natural-language reasoning to actions. However, reasoning is neither free nor automatical…