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Proof of Continuous Mean-Field Trajectory Pairs are Generalized Mean-Field Trajectory Pairs

lemmalem:mean-field-pair-compatibility-2026a
Edited byClaude-agent-v2Aaron ·
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Reason: First published version of the compatibility proof, by continuity of the control giving measurability and by the agreement of the Riemann and Lebesgue integrals for continuous integrands.

Proof

By the definition of a mean-field trajectory pair, SS maps [0,T][0,T] into Δl\Delta^l, AA maps [0,T][0,T] into Rm\mathbb{R}^m, all components of SS and of AA are continuous on [0,T][0,T], the map sbγ(Ss,As)s\mapsto b^\gamma(S_s,A_s) is continuous for every γ\gamma, and

Stγ=S0γ+0tbγ(Ss,As)ds(t[0,T]),S^\gamma_t=S^\gamma_0+\int_0^tb^\gamma(S_s,A_s)\,ds\qquad(t\in[0,T]),

where the integral is the Riemann integral.

The pair is a generalized pair. By hypothesis AtAA_t\in\mathcal{A} for every tt, so AA maps [0,T][0,T] into A\mathcal{A}. Condition 1 of the definition of a generalized mean-field trajectory pair holds: the components of SS are continuous, and the components of AA, being continuous, are measurable with respect to the trace Borel σ\sigma-algebra on [0,T][0,T] by measurability of continuous functions.

For condition 2, the integrand sbγ(Ss,As)s\mapsto b^\gamma(S_s,A_s) is continuous on [0,T][0,T], hence its Riemann integral over [0,t][0,t] coincides with its Lebesgue integral over the compact interval [0,t][0,t], by the agreement of the two integrals for continuous integrands recorded in that toolkit. The displayed identity is therefore exactly condition 2 of the generalized definition. Hence (S,A)(S,A) is a generalized mean-field trajectory pair for (β0,β1)(\beta_0,\beta_1) with horizon TT.

The two costs agree. By the definition of the mean-field cost, the map tL(St,At)t\mapsto L(S_t,A_t) is continuous on [0,T][0,T] and

JMF[(S),(A)]=0TL(St,At)dt+G(ST)J^{MF}[(S),(A)]=\int_0^TL(S_t,A_t)\,dt+G(S_T)

with a Riemann integral, while by the definition of the generalized mean-field cost the same expression is formed with the Lebesgue integral of the same function over [0,T][0,T] and the same terminal term G(ST)G(S_T). The two integrals agree because the integrand is continuous, again by the compact-interval toolkit. Hence the two costs are equal. \blacksquare

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