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A measure theoretical approach to the mean-field maximum principle for training NeurODEs
In this paper we consider a measure-theoretical formulation of the training of NeurODEs in
the form of a mean-field optimal control with L 2-regularization of the control. We derive first …
the form of a mean-field optimal control with L 2-regularization of the control. We derive first …
[HTML][HTML] Density of subalgebras of Lipschitz functions in metric Sobolev spaces and applications to Wasserstein Sobolev spaces
We prove a general criterion for the density in energy of suitable subalgebras of Lipschitz
functions in the metric Sobolev space H 1, p (X, d, m) associated with a positive and finite …
functions in the metric Sobolev space H 1, p (X, d, m) associated with a positive and finite …
Remarks on potential mean field games
PJ Graber - Research in the Mathematical Sciences, 2025 - Springer
In this expository article, we give an overview of the concept of potential mean field games of
first order. We give a new proof that minimizers of the potential are equilibria by using a …
first order. We give a new proof that minimizers of the potential are equilibria by using a …
[HTML][HTML] Kinetic models for systems of interacting agents with multiple microscopic states
M Bisi, N Loy - Physica D: Nonlinear Phenomena, 2024 - Elsevier
We propose and investigate general kinetic models with transition probabilities that can
describe the simultaneous change of multiple microscopic states of the interacting agents …
describe the simultaneous change of multiple microscopic states of the interacting agents …
Mean-field selective optimal control via transient leadership
A mean-field selective optimal control problem of multipopulation dynamics via transient
leadership is considered. The agents in the system are described by their spatial position …
leadership is considered. The agents in the system are described by their spatial position …
Mean-field analysis of multipopulation dynamics with label switching
The mean-field analysis of a multipopulation agent-based model is performed. The model
couples a particle dynamics driven by a nonlocal velocity with a Markov-type jump process …
couples a particle dynamics driven by a nonlocal velocity with a Markov-type jump process …
[HTML][HTML] Optimal control problems in transport dynamics with additive noise
Motivated by the applications in leader-follower multi-agent dynamics, a class of optimal
control problems is investigated, where the goal is to influence the behavior of a given …
control problems is investigated, where the goal is to influence the behavior of a given …
Continuous-domain assignment flows
Assignment flows denote a class of dynamical models for contextual data labelling
(classification) on graphs. We derive a novel parametrisation of assignment flows that …
(classification) on graphs. We derive a novel parametrisation of assignment flows that …
A Lagrangian approach to totally dissipative evolutions in Wasserstein spaces
We introduce and study the class of totally dissipative multivalued probability vector fields
(MPVF) $\boldsymbol {\mathrm F} $ on the Wasserstein space $(\mathcal {P} _2 (\mathsf …
(MPVF) $\boldsymbol {\mathrm F} $ on the Wasserstein space $(\mathcal {P} _2 (\mathsf …
Mean-field optimal control in a multi-agent interaction model for prevention of maritime crime
G Orlando - Advances in Continuous and Discrete Models, 2023 - Springer
We study a multi-agent system for the modeling maritime crime. The model involves three
interacting populations of ships: commercial ships, pirate ships, and coast guard ships …
interacting populations of ships: commercial ships, pirate ships, and coast guard ships …