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Proof of Localized Joint Coercivity of the Recentred N-Agent Cost Integrand under a Positive-Definite Fluctuation Hessian

lemmalem:fluctuation-local-joint-coercivity-2026a
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Reason: First publication: proof of the localized joint coercivity lemma.

Proof

Throughout fix t[0,T]t\in[0,T] and ωΩ\omega\in\Omega, and write z0=(St,At)z_{0}=(S_{t},A_{t}) and z=(Σt,αt)z=(\Sigma_{t},\alpha_{t}), points of Rl+m\mathbb{R}^{l+m}, with difference w=zz0w=z-z_{0}, whose first ll components are ytγ=ΣtγStγy^{\gamma}_{t}=\Sigma^{\gamma}_{t}-S^{\gamma}_{t} and whose last mm components are αtjAtj\alpha^{j}_{t}-A^{j}_{t}. By the solution definition ΣtΔl\Sigma_{t}\in\Delta^{l} and αtA\alpha_{t}\in\mathcal{A} at every point of [0,T]×Ω[0,T]\times\Omega, and (St,At)Δl×A(S_{t},A_{t})\in\Delta^{l}\times\mathcal{A} by the trajectory-pair definition. Note Nw=zt=(st,at)\sqrt{N}\,w=\mathfrak{z}_{t}=(\mathfrak{s}_{t},\mathfrak{a}_{t}) by the definition of the fluctuation processes, so that Nw2=zt2=st2+at2N|w|^{2}=|\mathfrak{z}_{t}|^{2}=|\mathfrak{s}_{t}|^{2}+|\mathfrak{a}_{t}|^{2} and w=ρt|w|=\rho_{t}.

Step 0: standing facts. (F1) The segment {z0+τw:τ[0,1]}\{z_{0}+\tau w:\tau\in[0,1]\} is contained in Δl×A\Delta^{l}\times\mathcal{A}: for τ[0,1]\tau\in[0,1] the point τΣt+(1τ)St\tau\Sigma_{t}+(1-\tau)S_{t} has nonnegative coordinates summing to 11, and ταt+(1τ)AtA\tau\alpha_{t}+(1-\tau)A_{t}\in\mathcal{A} because A\mathcal{A} is convex by hypothesis (A). By the cost and rate extension definitions ΔlUc\Delta^{l}\subset U_{c}, ΔlU\Delta^{l}\subset U and AV\mathcal{A}\subseteq V, so the segment lies in the open sets Uc×RmU_{c}\times\mathbb{R}^{m} and U×VU\times V, on which Lˉ\bar{L} and the bˉδ\bar{b}^{\delta} are of class C2C^{2} — for bˉδ\bar{b}^{\delta} by part (i) of the regularity of the extended aggregate state drift, for Lˉ\bar{L} by clause 2 of the cost extension definition. Every point of the segment lies within Euclidean distance w=ρt|w|=\rho_{t} of z0z_{0}, since (z0+τw)z0=τww|(z_{0}+\tau w)-z_{0}|=\tau|w|\le|w|. (F2) The segment {ST+τ(ΣTST):τ[0,1]}\{S_{T}+\tau(\Sigma_{T}-S_{T}):\tau\in[0,1]\} lies in Δl\Delta^{l}, by the same coordinate computation as in (F1): for τ[0,1]\tau\in[0,1] the point τΣT+(1τ)ST\tau\Sigma_{T}+(1-\tau)S_{T} has nonnegative coordinates summing to 11, both ΣT\Sigma_{T} and STS_{T} lying in Δl\Delta^{l}. Since ΔlUc\Delta^{l}\subset U_{c}, on which Gˉ\bar{G} is of class C2C^{2} by clause 2 of the cost extension definition, and since (ST+τ(ΣTST))ST=τΣTSTd(ΣT,ST)|(S_{T}+\tau(\Sigma_{T}-S_{T}))-S_{T}|=\tau\,|\Sigma_{T}-S_{T}|\le d(\Sigma_{T},S_{T}), every point of that segment lies in Δl\Delta^{l} within distance d(ΣT,ST)d(\Sigma_{T},S_{T}) of STS_{T}. (F3) By clause 3 of the stationary-triple definition (stationarity), l+jLˉ(St,At)δ=1lPtδl+jbˉδ(St,At)=0\partial_{l+j}\bar{L}(S_{t},A_{t})-\sum_{\delta=1}^{l}P^{\delta}_{t}\,\partial_{l+j}\bar{b}^{\delta}(S_{t},A_{t})=0 for every j{1,,m}j\in\{1,\dots,m\}; that is, the partial derivatives of Ht\mathcal{H}_{t} in the last mm coordinates vanish at z0z_{0}. (F4) δ=1lPtδCP\sum_{\delta=1}^{l}|P^{\delta}_{t}|\le C_{P}.

Step 1: proof of claim 1. Regard Ht\mathcal{H}_{t} as the function xLˉ(x)δ=1lPtδbˉδ(x)x\mapsto\bar{L}(x)-\sum_{\delta=1}^{l}P^{\delta}_{t}\bar{b}^{\delta}(x) on the open set (Uc×Rm)(U×V)(U_{c}\times\mathbb{R}^{m})\cap(U\times V), which contains the segment of (F1); it is of class C2C^{2} there as a finite linear combination of C2C^{2} functions, and its partial derivatives of orders one and two at any point are the corresponding combinations, by the CkC^{k} definition. In particular its second-order partial derivatives at z0z_{0} are exactly the fluctuation Hessian coefficients Hij(t)=jiLˉ(St,At)δPtδjibˉδ(St,At)H_{ij}(t)=\partial_{j}\partial_{i}\bar{L}(S_{t},A_{t})-\sum_{\delta}P^{\delta}_{t}\partial_{j}\partial_{i}\bar{b}^{\delta}(S_{t},A_{t}).

Apply part (iii) of the multivariate Taylor lemma with n=l+mn=l+m, x=z0x=z_{0}, y=zy=z along the segment of (F1), separately to f=Lˉf=\bar{L} and to each f=bˉδf=\bar{b}^{\delta}. For Lˉ\bar{L} the constant εˉ\bar{\varepsilon} of that part may be taken to be ωL(ρt)\omega_{L}(\rho_{t}): every point z~\tilde{z} of the segment lies in Δl×AΔl×Rm\Delta^{l}\times\mathcal{A}\subseteq\Delta^{l}\times\mathbb{R}^{m} with d(z~,z0)ρtd(\tilde{z},z_{0})\le\rho_{t}, so jiLˉ(z~)jiLˉ(z0)ωL(ρt)|\partial_{j}\partial_{i}\bar{L}(\tilde{z})-\partial_{j}\partial_{i}\bar{L}(z_{0})|\le\omega_{L}(\rho_{t}) by the definition of ωL\omega_{L}. Similarly for bˉδ\bar{b}^{\delta} with εˉ=ωb(ρt)\bar{\varepsilon}=\omega_{b}(\rho_{t}), the segment lying in Δl×V\Delta^{l}\times V. Thus

Lˉ(z)Lˉ(z0)iiLˉ(z0)wi12i,jjiLˉ(z0)wiwj12(l+m)ωL(ρt)w2,\Bigl|\bar{L}(z)-\bar{L}(z_{0})-\sum_{i}\partial_{i}\bar{L}(z_{0})w^{i}-\tfrac{1}{2}\sum_{i,j}\partial_{j}\partial_{i}\bar{L}(z_{0})w^{i}w^{j}\Bigr|\le\tfrac{1}{2}(l+m)\,\omega_{L}(\rho_{t})\,|w|^{2},

and the same with Lˉ\bar{L} replaced by bˉδ\bar{b}^{\delta} and ωL\omega_{L} by ωb\omega_{b}. Multiplying the bˉδ\bar{b}^{\delta} estimates by Ptδ-P^{\delta}_{t}, summing over δ\delta, adding the Lˉ\bar{L} estimate, and using (F4) and the triangle inequality gives

Ht(z)Ht(z0)i=1l+miHt(z0)wi12i,j=1l+mHij(t)wiwj  12(l+m)(ωL(ρt)+CPωb(ρt))w2.\Bigl|\mathcal{H}_{t}(z)-\mathcal{H}_{t}(z_{0})-\sum_{i=1}^{l+m}\partial_{i}\mathcal{H}_{t}(z_{0})\,w^{i}-\tfrac{1}{2}\sum_{i,j=1}^{l+m}H_{ij}(t)\,w^{i}w^{j}\Bigr|\ \le\ \tfrac{1}{2}(l+m)\bigl(\omega_{L}(\rho_{t})+C_{P}\omega_{b}(\rho_{t})\bigr)|w|^{2}.

By (F3) the first-order sum reduces to its first ll terms, γ=1lγHt(St,At)ytγ\sum_{\gamma=1}^{l}\partial_{\gamma}\mathcal{H}_{t}(S_{t},A_{t})\,y^{\gamma}_{t}, so the expression inside the absolute value is exactly Dt12i,jHij(t)wiwj\mathcal{D}_{t}-\tfrac{1}{2}\sum_{i,j}H_{ij}(t)w^{i}w^{j}. Multiplying through by N>0N>0 and using Nw=zt\sqrt{N}w=\mathfrak{z}_{t}, so that Nwiwj=ztiztjNw^{i}w^{j}=\mathfrak{z}^{i}_{t}\mathfrak{z}^{j}_{t} and Nw2=zt2N|w|^{2}=|\mathfrak{z}_{t}|^{2}, yields the first display of claim 1.

For the second, apply part (iii) of the Taylor lemma with n=ln=l to f=Gˉf=\bar{G} on UcU_{c} along the segment of (F2), with εˉ=ωG(d(ΣT,ST))\bar{\varepsilon}=\omega_{G}(d(\Sigma_{T},S_{T})), legitimate by the definition of ωG\omega_{G} since the segment lies in Δl\Delta^{l} within distance d(ΣT,ST)d(\Sigma_{T},S_{T}) of STS_{T}; the second-order coefficients at STS_{T} are the FγδF_{\gamma\delta}. This gives

DG12γ,δ=1lFγδyTγyTδ12lωG(d(ΣT,ST))yT2,\Bigl|\mathcal{D}_{G}-\tfrac{1}{2}\sum_{\gamma,\delta=1}^{l}F_{\gamma\delta}\,y^{\gamma}_{T}y^{\delta}_{T}\Bigr|\le\tfrac{1}{2}\,l\,\omega_{G}\bigl(d(\Sigma_{T},S_{T})\bigr)\,|y_{T}|^{2},

and multiplying by NN, with NyT=sT\sqrt{N}y_{T}=\mathfrak{s}_{T}, gives the second display. Neither argument used (JC).

Step 2: proof of claim 2. Apply part (a) of the second-order expansion theorem with the real number

ε=cJ2(l+m)(1+CP) > 0\varepsilon=\frac{c_{J}}{2\,(l+m)\,(1+C_{P})}\ >\ 0

(positive since cJ>0c_{J}>0, l+m1l+m\ge1 and CP0C_{P}\ge0): it furnishes a real η>0\eta>0 with ωL(u)ε\omega_{L}(u)\le\varepsilon and ωb(u)ε\omega_{b}(u)\le\varepsilon for every u[0,η]u\in[0,\eta]. Put ρ=η>0\rho^{*}=\eta>0. Then for u[0,ρ]u\in[0,\rho^{*}],

12(l+m)(ωL(u)+CPωb(u))  12(l+m)(1+CP)ε = cJ4  cJ2,\tfrac{1}{2}(l+m)\bigl(\omega_{L}(u)+C_{P}\omega_{b}(u)\bigr)\ \le\ \tfrac{1}{2}(l+m)(1+C_{P})\,\varepsilon\ =\ \frac{c_{J}}{4}\ \le\ \frac{c_{J}}{2},

as required.

Step 3: proof of claim 3. Let tt and ω\omega satisfy ρtρ\rho_{t}\le\rho^{*}. By claim 1 and hypothesis (JC) applied to the vector w=ztRl+mw'=\mathfrak{z}_{t}\in\mathbb{R}^{l+m},

NDt  12i,j=1l+mHij(t)ztiztj12(l+m)(ωL(ρt)+CPωb(ρt))zt2  cJzt2cJ2zt2=cJ2zt2,N\mathcal{D}_{t}\ \ge\ \tfrac{1}{2}\sum_{i,j=1}^{l+m}H_{ij}(t)\,\mathfrak{z}^{i}_{t}\mathfrak{z}^{j}_{t}-\tfrac{1}{2}(l+m)\bigl(\omega_{L}(\rho_{t})+C_{P}\omega_{b}(\rho_{t})\bigr)|\mathfrak{z}_{t}|^{2}\ \ge\ c_{J}|\mathfrak{z}_{t}|^{2}-\tfrac{c_{J}}{2}|\mathfrak{z}_{t}|^{2}=\frac{c_{J}}{2}|\mathfrak{z}_{t}|^{2},

the middle step using (JC) for the first term and claim 2 at u=ρt[0,ρ]u=\rho_{t}\in[0,\rho^{*}], together with zt20|\mathfrak{z}_{t}|^{2}\ge0, for the second. Since zt2=st2+at2|\mathfrak{z}_{t}|^{2}=|\mathfrak{s}_{t}|^{2}+|\mathfrak{a}_{t}|^{2}, this is the asserted inequality, and dropping the nonnegative term cJ2st2\tfrac{c_{J}}{2}|\mathfrak{s}_{t}|^{2} gives the final sentence of claim 3.

Step 4: proof of claim 4. By claim 1 and the positive semidefiniteness of FF in (JC), applied to the vector sTRl\mathfrak{s}_{T}\in\mathbb{R}^{l},

NDG  12γ,δ=1lFγδsTγsTδ12lωG(d(ΣT,ST))sT2  12lωG(d(ΣT,ST))sT2,N\mathcal{D}_{G}\ \ge\ \tfrac{1}{2}\sum_{\gamma,\delta=1}^{l}F_{\gamma\delta}\,\mathfrak{s}^{\gamma}_{T}\mathfrak{s}^{\delta}_{T}-\tfrac{1}{2}\,l\,\omega_{G}\bigl(d(\Sigma_{T},S_{T})\bigr)|\mathfrak{s}_{T}|^{2}\ \ge\ -\tfrac{1}{2}\,l\,\omega_{G}\bigl(d(\Sigma_{T},S_{T})\bigr)|\mathfrak{s}_{T}|^{2},

which is the first display of claim 4. For the second, let ϵ>0\epsilon>0 be real and apply part (a) of the second-order expansion theorem with the positive real number 2ϵ/l2\epsilon/l to obtain ρG>0\rho^{*}_{G}>0 with ωG(u)2ϵ/l\omega_{G}(u)\le2\epsilon/l for all u[0,ρG]u\in[0,\rho^{*}_{G}]; then at every ω\omega with d(ΣT,ST)ρGd(\Sigma_{T},S_{T})\le\rho^{*}_{G} the first display gives NDG12l(2ϵ/l)sT2=ϵsT2N\mathcal{D}_{G}\ge-\tfrac{1}{2}l\cdot(2\epsilon/l)\,|\mathfrak{s}_{T}|^{2}=-\epsilon|\mathfrak{s}_{T}|^{2}.

Step 5: proof of claim 5. Let t[0,T]t\in[0,T] and hRmh\in\mathbb{R}^{m}, and apply (JC) to the vector w=(0,h)Rl+mw=(0,h)\in\mathbb{R}^{l+m} whose first ll components vanish and whose last mm components are those of hh, so that w=h|w|=|h|. Since wi=0w^{i}=0 for ili\le l, only the indices i,j>li,j>l contribute, and writing i=l+ii=l+i', j=l+jj=l+j' with i,j{1,,m}i',j'\in\{1,\dots,m\},

12i,j=1l+mHij(t)wiwj=12i=1mj=1mHl+i,l+j(t)hihj=hRth,\tfrac{1}{2}\sum_{i,j=1}^{l+m}H_{ij}(t)\,w^{i}w^{j}=\tfrac{1}{2}\sum_{i'=1}^{m}\sum_{j'=1}^{m}H_{l+i',l+j'}(t)\,h^{i'}h^{j'}=h\cdot R_{t}h,

the last equality being conclusion (b) of the quadratic growth lemma, which holds without any of the hypotheses (A), (H1), (U) and whose matrix RtR_{t} is formed from the same fluctuation Hessian coefficients HijH_{ij} as here. Hypothesis (JC) therefore gives hRthcJh2h\cdot R_{t}h\ge c_{J}|h|^{2}, which is hypothesis (H1) with r=cJr=c_{J}. The final sentence of claim 5 is then conclusion (d) of that lemma, applicable under (A) — assumed in the setting adopted here — together with (H1) and (U). \blacksquare

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