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Regularities for McKean-Vlasov SDEs with Local Distributional Interactions

Xing Huang, Panpan Ren, Feng-Yu Wang

TL;DR

The paper advances the theory of McKean-Vlasov SDEs with local distributional interactions by introducing a local distributional framework $\mathscr P_{\delta,k*}$ and a maximal $\mathscr C_{\varepsilon,p;\delta,k}$-solution concept, enabling well-posedness for drift kernels $h_t\in \tilde W^{-\delta,k}$ with arbitrary singularity. A time-shift argument complements a fixed-point approach to establish global existence and uniqueness under broad conditions, including highly singular kernels and density-derivative dependencies (Nemytskii-type SDEs). Furthermore, it provides sharp regularity results for time-marginal laws via entropy-cost inequalities and $\| abla^i P_t^*\|$-type bounds, linking evolution to the Wasserstein distance of initial data. These results extend well-posedness and regularity to interactions beyond Riesz kernels and broaden applicability to density-derivative and distribution-dependent dynamics, with potential implications for kinetic-type equations and singular stochastic systems.

Abstract

Let $ \tilde W^{-δ,k}$ be the local negative Sobolev space on $\mathbb{R}^d$ with indexes $δ\in [0,\infty)$ and $k\in [1,\infty].$ We study McKean-Vlasov SDEs with interaction kernels in $\tilde W^{-δ,k}.$ By developing a time-shift argument which allows the singular interactions vanishing at time $0$, the global well-posedness is proved for regular enough initial distributions and any singular indexes $(δ,k)\in [0,\infty)\times [1,\infty],$ and for any initial distributions provided $δ+\frac{d}{k} < 1$. Moreover, the relative entropy and the $\|\cdot\|_{δ,k*}$-distance induced by $\tilde W^{-δ,k}$ are estimated for the time-marginal distributions of solutions by using the Wasserstein distance of initial distributions, which describe the regularity of the solution in initial distribution. In particular, the main results apply to Nemytskii-type SDEs which point-wisely depend on the density function and its derivatives, as well as McKean-Vlasov SDEs with interactions more singular than Riesz kernels.

Regularities for McKean-Vlasov SDEs with Local Distributional Interactions

TL;DR

The paper advances the theory of McKean-Vlasov SDEs with local distributional interactions by introducing a local distributional framework and a maximal -solution concept, enabling well-posedness for drift kernels with arbitrary singularity. A time-shift argument complements a fixed-point approach to establish global existence and uniqueness under broad conditions, including highly singular kernels and density-derivative dependencies (Nemytskii-type SDEs). Furthermore, it provides sharp regularity results for time-marginal laws via entropy-cost inequalities and -type bounds, linking evolution to the Wasserstein distance of initial data. These results extend well-posedness and regularity to interactions beyond Riesz kernels and broaden applicability to density-derivative and distribution-dependent dynamics, with potential implications for kinetic-type equations and singular stochastic systems.

Abstract

Let be the local negative Sobolev space on with indexes and We study McKean-Vlasov SDEs with interaction kernels in By developing a time-shift argument which allows the singular interactions vanishing at time , the global well-posedness is proved for regular enough initial distributions and any singular indexes and for any initial distributions provided . Moreover, the relative entropy and the -distance induced by are estimated for the time-marginal distributions of solutions by using the Wasserstein distance of initial distributions, which describe the regularity of the solution in initial distribution. In particular, the main results apply to Nemytskii-type SDEs which point-wisely depend on the density function and its derivatives, as well as McKean-Vlasov SDEs with interactions more singular than Riesz kernels.
Paper Structure (6 sections, 9 theorems, 215 equations)

This paper contains 6 sections, 9 theorems, 215 equations.

Key Result

Theorem 2.1

Assume (A) and let $\varepsilon\in [0,\delta]$ and $p\in [k,\infty]$ satisfying TJ'.

Theorems & Definitions (26)

  • Definition 1.1: Maximal $\mathscr C_{\varepsilon,p;\delta,k}$-solution
  • Theorem 2.1
  • Remark 2.2
  • Theorem 2.3
  • Remark 2.4
  • Example 2.5: Interactions with Arbitrary Singular Order
  • proof
  • Example 2.6: Density-Derivative Dependent SDE
  • proof
  • Lemma 3.1
  • ...and 16 more