\(A,B \subseteq \mathbb{R}^n\) , \(0 \le \lambda \le 1\)  .
\[(1-\lambda) A + \lambda B : = \left\{(1-\lambda)a + \lambda b \, \mid \, a \in A, \, b \in B\right\}.\]Theorem (Brunn-Minkowski) :
\(A,B \subseteq \mathbb{R}^n\) Borel, nonempty, \(\qquad 0 \le \lambda \le 1\) , \[\mathrm{Vol}((1-\lambda) A + \lambda B)^{1/n} \ge (1-\lambda)\cdot\mathrm{Vol}(A)^{1/n} + \lambda\cdot\mathrm{Vol}(B)^{1/n}.\]Theorem (Brunn-Minkowski) :
\(A,B \subseteq (M,g)\) Borel, nonempty, \(\qquad 0 \le \lambda \le 1\) , \[\mathrm{Vol}((1-\lambda) A + \lambda B)^{1/n} \ge (1-\lambda)\cdot\mathrm{Vol}(A)^{1/n} + \lambda\cdot\mathrm{Vol}(B)^{1/n}.\]Theorem (Cordero-Erausquin, McCann & Schmuckenschläger '01, Sturm '06): \((M,g)\) complete \(n\)-dim Riemannian manifold, \[\mathrm{Ric}_g \ge 0\quad \implies \quad \forall A_0,A_1\,\, \text{Borel,} \,\,\mathrm{Vol}_g(A_0)\mathrm{Vol}_g(A_1) >0\] \[\mathrm{Vol}_g(A_\lambda)^{1/n} \ge (1-\lambda)\cdot\mathrm{Vol}_g(A_0)^{1/n} + \lambda\cdot\mathrm{Vol}_g(A_1)^{1/n}.\]
\(\mathrm{Ric}_g \ge k \implies\) distorted Brunn-Minkowski.
In fact \(\iff\) (Magnabosco, Portinale, Rossi '22).
Metric measure spaces (Sturm '06, Cavalletti-Mondino '15), Finsler (Ohta '09), Sub-Riemannian (Balogh, Kristály & Sipos '16, Barilari, Rizzi & Mondino '22), Lorentzian (McCann '20, Cavalletti-Mondino '20).
Theorem (Cordero-Erausquin, McCann & Schmuckenschläger '01, Sturm '06): \((M,g,\mu)\) complete \(n\)-dim weighted Riemannian manifold, \(N \in [n,\infty]\). \[\mathrm{Ric}_{\mu,N} \ge 0\quad \implies \quad \forall A_0,A_1\,\, \text{Borel,} \,\,\mathrm{Vol}_g(A_0)\mathrm{Vol}_g(A_1) >0\] \[ \mu(A_\lambda) \ge \begin{cases} \left((1-\lambda)\cdot\mu(A_0)^{1/N} + \lambda\cdot\mu(A_1)^{1/N}\right)^N & N \lt \infty \\ \mu(A_0)^{1-\lambda}\cdot\mu(A_1)^\lambda & N = \infty. \end{cases} \]
\(\mathrm{Ric}_{\mu,N} \ge k \implies\) distorted Brunn-Minkowski.
In fact \(\iff\) (Magnabosco, Portinale, Rossi '22).
Metric measure spaces (Sturm '06, Cavalletti-Mondino '15), Finsler (Ohta '09), Sub-Riemannian (Balogh, Kristály & Sipos '16, Barilari, Rizzi & Mondino '22), Lorentzian (McCann '20, Cavalletti-Mondino '20).
Let \(A_0,A_1 \subseteq M\) be Borel sets of positive measure and let \(0 \le \lambda \le 1 \), \[ A_\lambda : = \left\{\gamma(\lambda \ell) \, \bigg\vert \, \begin{array}{c} \gamma:[0,\ell] \to M \, \, \text{ is a minimizing extremal,} \\ \gamma(0) \in A_0, \, \,\gamma(\ell) \in A_1\end{array}\right\}. \]
If \(\mathrm{Ric}_{L,\mu,N} \ge 0\) on \(E^{-1}(0),\) then \[ \mu(A_\lambda) \ge \begin{cases} \left((1-\lambda)\cdot\mu(A_0)^{1/N} + \lambda \cdot \mu(A_1)^{1/N}\right)^N & N \lt \infty\\ \mu(A_0)^{1-\lambda}\cdot\mu(A_1)^\lambda & N = \infty. \end{cases} \]
Let \(\mathbb{C}\mathbf{H}^d\) denote the complex hyperbolic space of complex dimension \(d.\)
A horocycle is a unit-speed curve \(\gamma\) satisfying
\[
\nabla_{\dot\gamma}\dot\gamma = \mathbf{J}\dot\gamma,
\]
where \(\mathbf{J}\) is the complex structure.
For every \(x,y \in \mathbb{C}\mathbf{H}^d\) there exists a unique horocycle \(\gamma:[0,T]\to \mathbb{C}\mathbf{H}^d\) satisfying \(\gamma(0) = x\) and \(\gamma(T) = y\) ; it is contained in the unique complex geodesic (totally-geodesic copy of the hyperbolic plane) containing \(x\) and \(y\) .
Theorem (A.-Klartag '22, A. '25): Let \(A_0,A_1 \subseteq \mathbb{C}\mathbf{H}^d\) be Borel sets of positive measure and let \(0\le\lambda\le 1\) . Denote by \(A_\lambda\) the set of points of the form \(\gamma(\lambda \ell)\) , where \(\gamma:[0,\ell]\to \mathbb{C}\mathbf{H}^d\) is a horocycle satisfying \(\gamma(0) \in A_0\) and \(\gamma(\ell) \in A_1\) . \[\implies \qquad \mathrm{Vol}(A_\lambda)^{1/n} \ge (1-\lambda)\cdot\mathrm{Vol}(A_0)^{1/n} + \lambda\cdot\mathrm{Vol}(A_1)^{1/n}, \] where \(\mathrm{Vol}\) denotes the hyperbolic volume measure and \(n = 2d\) .
Let \(S^{2d+1} = \{z \in \mathbb{C}^{d+1}\, \mid \, |z|=1\}\) and let \(s \in (-1,1).\) A contact magnetic geodesic of strength \(s\) is a solution to the ODE \[\nabla_{\dot\gamma}\dot\gamma = 2si\left(\dot\gamma - \eta(\dot\gamma)\cdot i\gamma\right), \qquad |\dot\gamma| \equiv 1,\] where \(\eta\) is the contact one-form \[\eta(v) = \mathrm{Re}\left\langle iz,v\right\rangle, \qquad v \in T_zS^{2d+1}, \,\, z \in S^{2d+1}.\]
Theorem (A. '25): Let $A_0,A_1 \subseteq S^{2d+1}$ be Borel sets of positive measure and let $0\le\lambda\le 1$ . Denote by $A_\lambda$ the set of points of the form $\gamma(\lambda \ell)$, where $\gamma:[0,\ell]\to S^{2d+1}$ is a unit-speed contact magnetic geodesic of strength $s\in(-1,1)$ satisfying $\gamma(0) \in A_0$ and $\gamma(\ell) \in A_1$. Then $$\mathrm{Vol}(A_\lambda)^{1/n} \ge (1-\lambda)\cdot\mathrm{Vol}(A_0)^{1/n} + \lambda\cdot\mathrm{Vol}(A_1)^{1/n},$$ where $\mathrm{Vol}$ denotes the spherical volume measure and $n = 2d+1$.
A Tonelli Lagrangian \(L\) on a manifold \(M\) is a function on the tangent bundle \(TM\) which is smooth on \(TM\setminus\mathbf{0}\) and fiberwise strongly convex and superlinear.
The action of a curve \(\gamma:[0,T]\to M \)   is: \[\mathrm{A}(\gamma) : = \int_0^T L(\dot\gamma(t))dt.\]
A minimizing extremal of \(L\) is a curve which minimizes the action \(\mathrm{A}\) among all curves with the same endpoints. Extremals are solutions to the Euler-Lagrange equation.
\(L = g/2 + \eta\) \(g\) — Riemannian metric, \(\eta\) — one-form.
\[\text{Euler-Lagrange:}\qquad \nabla_{\dot\gamma}\dot\gamma = \mathrm{Y}\dot\gamma, \quad \text{where } \left\langle\mathrm{Y}\,\cdot\,, \,\cdot \, \right\rangle = d\eta.\]
The Hamiltonian is: \[H(p) : = \sup_{v \in T_xM}p(v) - L(v), \quad p\in T^*_xM,\,\,x \in M.\]
The supremum is achieved at \(\mathcal{L}p,\) where \(\mathcal{L} : T^*M \to TM\) is the Legendre transform associated to \(L.\)
A curve is an extremal if and only if it is the projection to \(M\) of an integral curve of the Hamiltonian flow \(\Phi^H\) on \(T^*M.\)
The energy is the function \(E : = H \circ \mathcal{L}^{-1}\)   on \(TM.\) If \(\gamma\) is a minimizing extremal then \(E(\dot\gamma)\equiv 0.\)
For \(u:M \to \mathbb{R},\) \[\nabla u : = \mathcal{L}du \qquad \text{ and } \qquad \mathbf{L} u : = \mathrm{div}_\mu(\nabla u)\] (typically nonlinear in \(u\)).
The Hamilton-Jacobi equation is \[H(du) = 0.\] If \(u\) is a \(C^2\) solution to the H-J equation, then the integral curves of \(\nabla u\) are zero-energy extremals.
If \(V \) is a vector field such that \[\nabla_VV = 0, \qquad V\vert_x = v \qquad \text{ and } \qquad \nabla V\vert_x = 0,\] then \(V\mathrm{div} V\vert_x = -\mathrm{Ric}(v).\)
If \(V = \nabla u\) for a function \(u\) then \((d\Delta u)(\nabla u)\vert_x = -\mathrm{Ric}(v).\)
Geometric interpretation: If we take a small object and let it flow along "parallel" geodesics in the direction \(v,\) then the second (logarithmic) derivative of the object's volume will be roughly \(-\mathrm{Ric}(v).\)
\(\Sigma:=\) Euler-Lagrange vector field on \(TM\): \[\Sigma = v^i\partial_{x^i} + \Sigma^i\partial_{v^i}, \qquad \Sigma^i = L^{v^iv^j}\!\left(L_{x^j} - v^k L_{v^jx^k}\right).\]
The associated nonlinear connection is a splitting \[TTM = \mathcal{V}TM \oplus \mathcal{H}TM.\]
Bochner-Weitzenböck formula: for any solution \(u\) of \(H(du) = 0,\) \[(d\Delta u)(\nabla u) + |\nabla^2 u|_{g_u}^2 + \mathrm{Ric}_L(\nabla u) = 0,\] where \(g_u : = \left(\partial_{v_iv_j}L\circ\nabla u\right)dx^idx^j.\)
\(\mu\) measure on \(M\) coming from a smooth density \(\omega\).
\[\pi^*\omega \;=\; e^{-\psi}\sqrt{\det g}\,\bigl|dx^1\wedge\cdots\wedge dx^n\bigr|, \qquad \psi: TM\setminus\mathbf{0} \to \mathbb{R},\] \[g_{ij} = \partial_{v^iv^j}L.\]
\(\Lambda := \tfrac12(\Sigma - [v^i\partial_{v^i},\Sigma]) = \Lambda^i\partial_{v^i}\quad\) (vanishes iff \(\Sigma\) is a spray), \[ \Lambda_\parallel := \frac{g_{ij}v^i\Lambda^j}{g_{ij}v^iv^j}, \qquad \Lambda_\perp^2 := \frac{g_{ij}(\Lambda^i-\Lambda_\parallel v^i)(\Lambda^j-\Lambda_\parallel v^j)}{g_{ij}v^iv^j}. \]
\[ \mathrm{Ric}_{L,\mu,N} \;:=\; \mathrm{Ric} + \Sigma^2\psi \;-\; \frac{(\Sigma\psi - \Lambda_\parallel)^2}{N-n} \;+\; 2\Lambda_\perp^2 + \Lambda_\parallel^2 \]
\[ \mathrm{Ric}_{L,\mu,N} \;:=\; \mathrm{Ric} + \Sigma^2\psi \;-\; \frac{(\Sigma\psi - \Lambda_\parallel)^2}{N-n} \;+\; 2\Lambda_\perp^2 + \Lambda_\parallel^2 \]
Weighted Bochner inequality: for any solution \(u\) of \(H(du) = 0,\) \[(d\mathbf{L}u)(\nabla u) + \frac{(\mathbf{L}u)^2}{N-1} + \mathrm{Ric}_{L,\mu,N}(\nabla u) \;\le\; 0\] where \[\mathbf{L}u := \mathrm{div}_\mu(\nabla u) = \Delta u - (\Sigma\psi)\circ\nabla u.\]
The many-body Lagrangian \[ L = \frac12\sum_{i=1}^km_i\sum_{\ell=1}^d(dx_i^\ell)^2 + \frac12 + \sum_{i=1}^k\sum_{j=i+1}^k\frac{Gm_im_j}{|x_i-x_j|}, \] satisfies \(\mathrm{Ric}_{L,\mathrm{Vol},\infty} \ge 0.\)
Gouda '97, Grognet '99, Wojtkowski '00, Bai-Adachi '13, Assenza '24.
\((\mathcal X_0,\mu_0),(\mathcal X_1,\mu_1)\) - probability spaces.
\(\mathrm{c}: \mathcal{X}_0 \times \mathcal{X}_1 \to \mathbb{R}\) - cost function.
The optimal transport (Monge-Kantorovich) problem is the problem of finding a map \(T:\mathcal{X}_0\to\mathcal{X}_1\)   minimizing \[ \int_{\mathcal X_0} \mathrm{c}(x_0,T(x_0)) d\mu_0(x_0)\] among all maps pushing forward \(\mu_0\) to \(\mu_1.\)
Such \(T\) is called an optimal transport map .
If \(L = (g+1)/2 \) then \(\mathrm{c} = d_g\). In general, the function \(\mathrm{c}\) satisfies the triangle inequality, but may:
|
attain negative values
|
be asymmetric
|
not grow linearly along extremals
|
Theorem (........, Bernard-Buffoni '05, Fathi-Figalli '07): Under classical assumptions on the Lagrangian \(L,\) for every pair \(\mu_0,\mu_1\) of absolutely-continuous, compactly supported probability measures on \(M,\) there exists an optimal transport map \(T\) from \(\mu_0\) to \(\mu_1.\)
In fact, there exists a family \(\{T_\lambda\}_{0 \le \lambda \le 1}\)   of maps such that:
McCann '97, Cordero-Eruasquin-McCann-Schmuckenschläger '01, von Renesse-Sturm '05, Lott-Villani '07: \((M,g)\) complete Riemannian manifold.
\(\mathrm{Ric}_g \ge 0 \iff \) displacement convexity: for every displacement interpolation \(\mu_\lambda = f_\lambda\mathrm{Vol}_g\) with cost \(\tfrac12 d_g^2,\) \[\mathrm{Ent}[\mu_\lambda|\mathrm{Vol}_g]:=\int \log(f_\lambda) d\mu_\lambda, \quad \text{is convex in } \lambda.\]
Application of optimal transport to prove geometric inequalities: Brunn-Minkowski / Prékopa–Leindler / Borell-Brascamp-Lieb, functional inequalities, volume growth estimates, topological implications, heat semigroup estimates...
Extensions to other geometries: Finsler (Ohta '09), sub-Riemannian (Barilari-Rizzi '19), Lorentzian (Braun-McCann '23)...
\(L^1\) localization (needle decomposition):
Theorem (A. '25): Let \(N \in [n,\infty]\) . The following are equivalent:
\[ \mathrm{S}_N[f_0\mu |\mu] := -\int_M f_0^{1-1/N} \, d\mu \quad (1 \lt N \lt \infty) \quad \text{and} \quad \mathrm{S}_{\infty}[f_0\mu |\mu] := \int_M f_0\log f_0 \, d\mu. \]
\[ \mathcal{P}_1(L):= \left\{ \begin{array}{c} \text{Absolutely continuous Borel probability measures \(\mu_0\) on \(M\)}\\ \text{such that \(\int(|\mathrm{c}(x_0,\cdot)|+|\mathrm{c}(\cdot,x_0)|)d\mu_0 \lt \infty\) for some \(x_0 \in M\)} \end{array} \right\}. \]
Theorem (A. '25): Let \(N \in [n,\infty]\) and \(K \in \mathbb{R}.\) TFAE:
Theorem (A. '25, cf. Klartag '14'): Let \(N \in (-\infty,\infty]\setminus[0,n)\) and \(K \in \mathbb{R}\) and suppose that \(\mathrm{Ric}_{L,\mu,N} \ge K.\) Let \(f : M \to \mathbb{R}\)   be a \(\mu\)-intergrable function satisfying \[\int_Mfd\mu = 0, \qquad \qquad {\exists x_0\in M \quad \int_M\left(|\mathrm{c}(x_0,\cdot)| + |\mathrm{c}(\cdot,x_0)|\right)fd\mu < \infty.}\]
\(\implies \, \exists\) Borel measures \(\{\mu_\alpha\}_{\alpha \in \mathscr{A}}\) and a measure \(\nu\) on \(\mathscr{A}\) such that:
Part I: \(L^1\) optimal transport (Evans-Gangbo '99, Feldman-McCann '02, Caffarelli- Feldman-McCann '02. Also: Bernard-Buffoni '06, Figalli '07, Fathi-Figalli '10). Let \(u : M \to \mathbb{R}\) satisfy
\[ \int_M fu\, d\mu = \inf\left\{\int_M fv \, d\mu \quad \Big\vert \quad v : M \to \mathbb{R}, \,\, H(dv) \le 0\right\}. \]A transport ray of \(u\) is a maximal curve \(\gamma : I \to \mathbb{R}\) with the properties
\[ \dot\gamma \equiv \nabla u \qquad \text{ and } \qquad E(\dot\gamma) \equiv 0. \]Note that in this case
\[ H(du\vert_{\gamma(t)}) = E(\nabla u\vert_{\gamma(t)}) = E(\dot\gamma(t)) = 0 \qquad \text{ for all $t \in I$.} \]If \(x\) is not contained in such a curve then we say that \(\{x\}\) is a (degenerate) transport ray.
For every Borel set \(A\subseteq M\) which is a union of transport rays,
\[ \int_A f \,d\mu = 0 \qquad \text{(Mass balance)}. \]Let \(\{\gamma_\alpha:I_\alpha \to M\}_{\alpha\in\mathscr{A}}\) be the collection of transport rays. Make a change of variables:
\[ \begin{aligned} \mathscr{A}\times\mathbb{R} &\to M\\ (\alpha,t) &\mapsto \gamma_\alpha(t). \end{aligned} \]For every smooth \(\phi : M \to \mathbb{R},\)
\[ \int_M\phi\,d\mu = \int_{\mathscr{A}}\int_{I_\alpha}\phi(\gamma_\alpha(t))\rho(\alpha,t)dt\,d\alpha. \]How do we determine the ''Jacobian" \(\rho\)? since we have freedom in choosing the measure on \(\mathscr{A},\) we only need to determine \(\rho\) up to a multiplicative constant depending on \(\alpha.\) Thus it suffices to determine
\[ \partial_t\log\rho. \]But in this coordinate chart \(\partial/\partial t = \dot\gamma_\alpha = \nabla u,\) so
\[ \partial_t\log\rho = \mathrm{div}_\mu(\partial / \partial t) = \mathrm{div}_\mu(\nabla u ) = \mathbf{L} u. \]For every \(\alpha \in \mathscr{A}\) Define a measure \(m_\alpha\) on the interval \(I_\alpha\) by
\[ dm_\alpha(t) = e^{-\psi_\alpha(t)}dt, \qquad \text{ where } \qquad \frac{d\psi_\alpha}{dt} = -\mathbf{L} u \circ\gamma_\alpha. \]Define a needle \(\mu_\alpha\) by
\[ \mu_\alpha = (\gamma_\alpha)_* m_\alpha. \]Then for every smooth \(\phi : M \to \mathbb{R},\)
\[ \begin{aligned} \int_M\phi\,d\mu & = \int_{\mathscr{A}}\int_{I_\alpha}\phi(\gamma_\alpha(t))e^{-\psi_\alpha(t)}dt\,d\nu(\alpha)\\ & = \int_{\mathscr{A}}\int\phi d\mu_\alpha\,d\nu(\alpha). \end{aligned} \]By mass balance, for \(\nu\)-almost every \(\alpha \in \mathscr{A},\)
\[ \int f\, d\mu_\alpha = 0. \]Part II: It remains to show that \(\nu\)-a.e needle \(\mu_\alpha\) satisfies \(\mathrm{CD}(K,N).\) Assume for simplicity \(K=0,N=\infty,\mu = \mathrm{Vol}_g\,\,\) and recall
\[ \mu_\alpha = (\gamma_\alpha)_*m_\alpha, \qquad dm_\alpha(t) = e^{-\psi_\alpha(t)}dt, \qquad \dot\psi_\alpha = - \mathbf{L} u\circ\gamma_\alpha. \]We need to prove that \(\ddot \psi_\alpha \ge 0.\)
Since \(H(du) = 0\) on nondegenerate transport rays, in some sense, \(u\) solves the Hamilton-Jacobi equation \(H(du) = 0\) on the set of nondegenerate transport rays.
Therefore, by the Bochner inequality, loosely speaking, on the set of nondegenerate transport rays
\[ (d\mathbf{L} u)(\nabla u) \le 0. \]Hence
\[ \ddot\psi_\alpha = \frac{d}{dt}\left(-\mathbf{L} u\circ\gamma_\alpha\right) = -(d\mathbf{L} u)(\dot\gamma_\alpha) = -(d\mathbf{L} u)(\nabla u) \ge 0 \]for \(\nu\)-almost \(\alpha\) such that \(\gamma_\alpha\) is nondegenerate.