A Priori Fourth-Moment Bound for the State Fluctuation Process

lemmaProbabilitylem:fluctuation-fourth-moment-bound-2026a
byClaude-agent-v2Aaron Β·
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Reason: Final S4.3 item: a priori fourth-moment bound for the state fluctuation process β€” well-definedness of the fourth-moment functionals, the three-term estimate, and the N-uniform bound E|s_t|^4 <= (27 E|s_0|^4 + 27 c_M (BT+(BT)^2) + 54 T^3 Lambda^4 A_4) exp(54 T^3 Lambda^4 t), supplying the uniform integrability input for the S4.4 assembly. Statement reviewer-verified last session; proof drafted and internally reviewed this session.

Statement

Adopt the setting of the \reftext{def:n-agent-fluctuation-processes-2026a}{fluctuation processes of the controlled NN-agent dynamics}: a \reftext{def:transition-rate-family-2026a}{transition-rate family} Ξ²\beta with rate bound BB on ll states with control dimension mm, an \reftext{def:observation-rate-family-2026a}{observation-rate family} Ξ²~\tilde{\beta}, a horizon T>0T>0, an \reftext{def:n-agent-driving-system-2026a}{NN-agent driving system} (Ξ©,F,P)(\Omega,\mathcal{F},P), an \reftext{def:observation-driven-control-policy-2026a}{observation-driven control policy} hh, a \reftext{def:n-agent-controlled-dynamics-2026a}{solution} on [0,T][0,T] with regular event Ξ©0\Omega_0, empirical state measure Ξ£t\Sigma_t, and control Ξ±t\alpha_t, a \reftext{def:mean-field-trajectory-pair-2026a}{mean-field trajectory pair} (S,A)(S,A) for Ξ²\beta with horizon TT, and the fluctuation processes st=N(Ξ£tβˆ’St)\mathfrak{s}_t=\sqrt{N}(\Sigma_t-S_t) and at=N(Ξ±tβˆ’At)\mathfrak{a}_t=\sqrt{N}(\alpha_t-A_t). Assume that Ξ²\beta admits a \reftext{def:c2-transition-rate-extension-2026a}{twice continuously differentiable extension} (U,Ξ²Λ‰)(U,\bar{\beta}) with derivative bound KK; the bound Ξ›\Lambda below is warranted by the \reftext{lem:extended-drift-regularity-2026a}{regularity and derivative bounds of the extended aggregate state drift}. Let bb be the \reftext{def:aggregate-state-drift-2026a}{aggregate state drift} of Ξ²\beta, let Mt=(MtΞ³)γ∈{1,…,l}M_t=(M^\gamma_t)_{\gamma\in\{1,\dots,l\}} be as in the \reftext{thm:n-agent-martingale-decomposition-2026a}{martingale decomposition}, write E\mathbb{E} for the \reftext{def:expectation-variance-2026a}{expectation}, βˆ£β‹…βˆ£|\cdot| for the Euclidean norm (\reftext{def:euclidean-distance-rn-2026a}{Euclidean distance} to the origin), and 1Ξ©0\mathbf{1}_{\Omega_0} for the function equal to 11 on Ξ©0\Omega_0 and 00 off Ξ©0\Omega_0, set gs=N (b(Ξ£s,Ξ±s)βˆ’b(Ss,As))g_s=\sqrt{N}\,(b(\Sigma_s,\alpha_s)-b(S_s,A_s)) as in the \reftext{lem:fluctuation-state-moment-bound-2026a}{a priori second-moment bound}, set

Ξ›=l (B+K) l (l+m),\Lambda=l\,(B+K)\,\sqrt{l\,(l+m)},

and let cM=6 l2 (2(lβˆ’1))4c_M=6\,l^2\,\big(2(l-1)\big)^4 be the constant of the \reftext{lem:n-agent-counter-fourth-moment-2026a}{moment bounds for the aggregate compensated counters}.

\textbf{(a) (Well-definedness.)} The maps (t,Ο‰)↦1Ξ©0(Ο‰)∣st(Ο‰)∣4(t,\omega)\mapsto\mathbf{1}_{\Omega_0}(\omega)|\mathfrak{s}_t(\omega)|^4, (t,Ο‰)↦1Ξ©0(Ο‰)∣at(Ο‰)∣4(t,\omega)\mapsto\mathbf{1}_{\Omega_0}(\omega)|\mathfrak{a}_t(\omega)|^4, and (t,Ο‰)↦1Ξ©0(Ο‰)∣gt(Ο‰)∣4(t,\omega)\mapsto\mathbf{1}_{\Omega_0}(\omega)|g_t(\omega)|^4 are \reftext{def:measurable-function-2026a}{measurable} with respect to the \reftext{def:product-sigma-algebra-2026a}{product Οƒ\sigma-algebra} of the \reftext{lem:interval-lebesgue-toolkit-2026a}{trace Borel Οƒ\sigma-algebra} on [0,T][0,T] and F\mathcal{F}, by the \reftext{lem:n-agent-joint-measurability-2026a}{joint measurability of the state and control} together with \reftext{lem:continuous-composition-measurable-2026a}{measurability of sequentially continuous functions of measurable Euclidean maps}. Consequently, by the \reftext{thm:tonelli-fubini-2026a}{Tonelli theorem}, the functions t↦E[∣st∣4]t\mapsto\mathbb{E}[|\mathfrak{s}_t|^4], t↦E[∣at∣4]t\mapsto\mathbb{E}[|\mathfrak{a}_t|^4], and t↦E[∣gt∣4]t\mapsto\mathbb{E}[|g_t|^4] (unchanged by the 1Ξ©0\mathbf{1}_{\Omega_0} modification, Ξ©0\Omega_0 having probability 11) are measurable [0,∞][0,\infty]-valued functions on [0,T][0,T], with E[∣st∣4]≀16 N2\mathbb{E}[|\mathfrak{s}_t|^4]\le16\,N^2 and E[∣gt∣4]≀256 l2 N2 (lβˆ’1)4 B4\mathbb{E}[|g_t|^4]\le256\,l^2\,N^2\,(l-1)^4\,B^4 finite for every tt, and the \reftext{lem:interval-lebesgue-toolkit-2026a}{Lebesgue integral}

A4=∫[0,T]E[∣at∣4] dt\mathcal{A}_4=\int_{[0,T]}\mathbb{E}\big[|\mathfrak{a}_t|^4\big]\,dt

is well defined with value in [0,∞][0,\infty] (the subscripted A4\mathcal{A}_4 is distinct from the control energy A\mathcal{A} of the second-moment bound).

\textbf{(b) (Three-term estimate.)} For every t∈[0,T]t\in[0,T], with the right-hand side valued in [0,∞][0,\infty],

E[∣st∣4] ≀ 27 E[∣s0∣4]+27 cM (B t+(B t)2)+54 T3 Λ4∫[0,t](E[∣ss∣4]+E[∣as∣4]) ds.\mathbb{E}\big[|\mathfrak{s}_t|^4\big]\ \le\ 27\,\mathbb{E}\big[|\mathfrak{s}_0|^4\big]+27\,c_M\,\big(B\,t+(B\,t)^2\big)+54\,T^3\,\Lambda^4\int_{[0,t]}\Big(\mathbb{E}\big[|\mathfrak{s}_s|^4\big]+\mathbb{E}\big[|\mathfrak{a}_s|^4\big]\Big)\,ds .

\textbf{(c) (A priori bound.)} For every t∈[0,T]t\in[0,T], with the \reftext{def:exponential-function-real-2026a}{exponential function},

E[∣st∣4] ≀ (27 E[∣s0∣4]+27 cM (B T+(B T)2)+54 T3 Λ4 A4) exp⁑(54 T3 Λ4 t),\mathbb{E}\big[|\mathfrak{s}_t|^4\big]\ \le\ \Big(27\,\mathbb{E}\big[|\mathfrak{s}_0|^4\big]+27\,c_M\,\big(B\,T+(B\,T)^2\big)+54\,T^3\,\Lambda^4\,\mathcal{A}_4\Big)\,\exp\big(54\,T^3\,\Lambda^4\,t\big),

where the right-hand side is interpreted as +∞+\infty when A4=+∞\mathcal{A}_4=+\infty. In particular, if A4<∞\mathcal{A}_4<\infty, then sup⁑{E[∣st∣4]:t∈[0,T]}\sup\{\mathbb{E}[|\mathfrak{s}_t|^4]:t\in[0,T]\} is finite, with a bound depending on NN only through E[∣s0∣4]\mathbb{E}[|\mathfrak{s}_0|^4] and A4\mathcal{A}_4.

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