Fresh-Start Property of the Controlled N-Agent Dynamics
lemmaProbabilitylem:n-agent-fresh-start-2026aAdopt the setting of the controlled -agent dynamics: a transition-rate family with rate bound , an observation-rate family with rate bound , a horizon , an -agent driving system , an observation-driven control policy , and a solution of the controlled -agent dynamics on , which exists by the existence and uniqueness theorem, with consumed clock times , and system filtration .
Fix and define the residual clocks
for all , ordered pairs with , and . Then:
(a) Every path of every residual clock is a counting path, and every residual clock is a homogeneous Poisson process with rate on .
(b) The family of -algebras consisting of together with the -algebras , one for each transition clock, and , one for each observation clock, is independent.
In particular, equipped with the initial states and the residual clocks is again an -agent driving system, since the time- states are -measurable by the adaptedness assertion of the existence and uniqueness theorem.
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