Research
My research focuses on the qualitative and quantitative analysis of complex dynamical systems arising in physics, chemistry, and engineering. I am particularly interested in understanding how macroscopic behavior emerges from microscopic or stochastic models, using tools from partial differential equations (PDEs), stochastic analysis, and variational methods.
A central theme in my work is the study of metastability and phase transitions in systems motivated by statistical mechanics and particle dynamics. This includes investigating how collective effects and noise lead to rich dynamical phenomena such as nucleation, coarsening, and metastable states. At the interface with stochastic analysis, I analyze many-particle limits of interacting systems and their continuum descriptions, often formulated as gradient flows in spaces of probability measures.
I am also interested in structure-preserving numerical schemes for nonlinear diffusion and aggregation equations, the long-time behavior of dissipative systems via entropy and functional inequalities, and variational convergence methods that connect discrete and continuous dynamics. My research extends to nonlocal and graph-based models, motivated both by physical systems and machine learning, where questions of dimension reduction and multi-scale dynamics naturally arise.
Keywords
- Metastability and phase transitions in molecular dynamics and statistical mechanics
- Nucleation, coarsening, and long-time asymptotics of complex systems
- Variational methods for dissipative and gradient flow-type evolution equations
- Entropy methods and functional inequalities (spectral gap, log-Sobolev)
- Gradient flows and variational convergence; synthetic curvature and geodesic convexity
- Quantitative error analysis and structure-preserving numerical schemes
- Dimension reduction in multiscale dynamics (physics, chemistry, machine learning)
- Discrete and nonlocal dynamics on graphs and data-driven structures
- Convergence rates and stability of numerical approximation methods
Publications
Jump to: Preprints (5) · Peer reviewed (35) · Editorial work (1) · Proceedings (9) · Thesis (3)
Browse by topic:
- Gradient Flows (15)
- Nonlocal Equations (12)
- Optimal Transport (11)
- Variational Convergence (11)
- Numerical Analysis (10)
- Functional Inequalities (9)
- Graphs (8)
- Interacting Particle Systems (8)
- Metastability (8)
- Coarsening (7)
- McKean-Vlasov (7)
- Entropy Methods (6)
- Exchange-Driven Growth (6)
- Phase Transitions (6)
- Mean-Field Limits (5)
- Structure-Preserving Discretization (5)
- Advection-Diffusion (4)
- Becker-Döring (4)
- Applications (2)
- Machine Learning (2)
Preprints
- 2026 Maximal monotonicity and contraction semigroup for the quantum drift-diffusion (Derrida–Lebowitz–Speer–Spohn) equation
2026
A well-defined local continuum damage model with softening via convexification and entropic regularization- 2025 Existence and Non-existence for Continuous Generalized Exchange-Driven Growth model
2024
Gradient flows on metric graphs with reservoirs: Microscopic derivation and multiscale limits- 2024 Variational convergence for an irreversible exchange-driven stochastic particle system
Peer reviewed
2026
Singular-limit analysis of gradient descent with noise injectionAccepted in Journal of Machine Learning Research
2026
Formation of clusters and coarsening in weakly interacting diffusionsNonlinearity 39(7), 075023 (2026)
2026
Derivation of the fourth-order DLSS equation with nonlinear mobility via chemical reactionsAccepted in SIAM Journal on Mathematical Analysis- 2026
Solutions of stationary McKean–Vlasov equation on a high-dimensional sphere and other Riemannian manifoldsAdv. Nonlinear Anal. 15(1), 20250141 (2026)
2026
Convergence of a stochastic particle system to the continuous generalized exchange-driven growth modelElectron. J. Probab. 31(50), 1-29 (2026)
2025
Diffusive transport on the real line: semi-contractive gradient flows and their discretizationNonlinearity 38(11), 115005 (2025)
2025
A structure preserving discretization for the Derrida-Lebowitz-Speer-Spohn equation based on diffusive transportNumer. Math. 157(4), 1347–1395 (2025)- 2025
Piezo1-induced durotaxis of pancreatic stellate cells depends on TRPC1 and TRPV4 channelsJ. Cell Sci. 138(8), jcs263846 (2025)
2025
Graph-to-local limit for the nonlocal interaction equationJ. Math. Pures Appl. 194, 103663 (2025)
2024
Covariance-Modulated Optimal Transport and Gradient FlowsArch. Ration. Mech. Anal. 249(1), 7 (2024)
2024
Variational convergence of the Scharfetter–Gummel scheme to the aggregation-diffusion equation and vanishing diffusion limitNum. Math. 156(6), 2221–2292 (2024)- 2024
On a novel gradient flow structure for the aggregation equationCalc. Var. & PDE 63(5), 126 (2024)
- 2024
On a class of nonlocal continuity equations on graphsEuropean J. Appl. Math. 35(1), 109–126 (2024)
- 2023
Error estimates for a finite volume scheme for advection-diffusion equations with rough coefficientsESAIM Math. Model. Numer. Anal. 57(4), 2131–2158 (2023)
- 2023
Cosh gradient systems and tiltingNonlinear Anal. 231, 113094 (2023)
- 2022
Optimal stability estimates and a new uniqueness result for advection-diffusion equationsPure Appl. Anal. 4(3), 571–596 (2022)
- 2022
Ergodicity of the infinite swapping algorithm at low temperatureStochastic Process. Appl. 151, 519–552 (2022)
2022
Oscillations in a Becker–Döring Model with Injection and DepletionSIAM J. Appl. Math. 82(4), 1194–1219 (2022)
2022
The Scharfetter-Gummel scheme for aggregation-diffusion equationsIMA J. Numer. Anal. 42(3), 2361–2402 (2022)- 2021
Nonlocal-interaction equation on graphs: gradient flow structure and continuum limitArch. Ration. Mech. Anal. 240(2), 699–760 (2021)
- 2021
Self-similar behavior of the exchange-driven growth model with product kernelComm. Partial Differential Equations 46(3), 498–546 (2021)
2020
Barriers of the McKean-Vlasov energy via a mountain pass theorem in the space of probability measuresJ. Funct. Anal. 279(11), 108720 (2020)- 2020
The exchange-driven growth model: basic properties and longtime behaviorJ. Nonlinear Sci. 30(3), 793–830 (2020)
- 2020
Entropic curvature and convergence to equilibrium for mean-field dynamics on discrete spacesALEA Lat. Am. J. Probab. Math. Stat. 17(1), 445–471 (2020)
2020
Long-time behaviour and phase transitions for the McKean-Vlasov equation on the torusArch. Ration. Mech. Anal. 235(1), 635–690 (2020)
2019
Poincaré and logarithmic Sobolev constants for metastable Markov chains via capacitary inequalitiesAnn. Appl. Probab. 29(6), 3438–3488 (2019)- 2019
Macroscopic limit of the Becker-Döring equation via gradient flowsESAIM Control Optim. Calc. Var. 25, 22 (2019)
- 2019
A non-local problem for the Fokker-Planck equation related to the Becker-Döring modelDiscrete Contin. Dyn. Syst. 39(4), 1821–1889 (2019)
- 2019
Poincaré and Log–Sobolev Inequalities for MixturesEntropy 21(1), 89 (2019)
- 2018
Quantification of coarse-graining error in Langevin and overdamped Langevin dynamicsNonlinearity 31(10), 4517–4566 (2018)
- 2018
Analysis of the implicit upwind finite volume scheme with rough coefficientsNumer. Math. 139(1), 155–186 (2018)
- 2017
Gradient flow formulation and longtime behaviour of a constrained Fokker-Planck equationNonlinear Anal. 158, 142–167 (2017)
2017
Convergence rates for upwind schemes with rough coefficientsSIAM J. Numer. Anal. 55(2), 812–840 (2017)- 2016
Gradient flow structure for McKean-Vlasov equations on discrete spacesDiscrete Contin. Dyn. Syst. 36(12), 6799–6833 (2016)
2014
Poincaré and logarithmic Sobolev inequalities by decomposition of the energy landscapeAnn. Probab. 42(5), 1809–1884 (2014)
Editorial work
- 2026
Evolution equations on graphs: analysis and applicationsEditorial Announcement, European Journal of Applied Mathematics 37(3), 551–552 (2026)
Proceedings
- 2026
Formation of clusters and coarsening in weakly interacting diffusionsOberwolfach Reports: Flows on Measure Spaces and Applications in Machine Learning 23(1), 795-884 (2026), Oberwolfach Report 13/2026
- 2024
Diffusive transport: geodesics, convexity, and gradient flows with their structure preserving discretizationsOberwolfach Reports: Applications of Optimal Transportation 21(1), 309-388 (2024), Oberwolfach Report 7/2024
- 2023
Graph-to-local limit for a multi-species nonlocal cross-interaction systemPAMM 23(4) (2023)
- 2023
Thermodynamic limit of stochastic particle systems via EDP convergenceOberwolfach Reports: Variational Methods for Evolution 20(4), 3173-3247 (2023), Oberwolfach Report 57/2023
- 2022
Phase transitions and a mountain pass theorem in the space of probability measuresOberwolfach Reports: Applications of Optimal Transportation in the Natural Sciences (online meeting) (2022), Oberwolfach Report 10/2021
- 2021
Nonlocal equations on discrete spaces inspired by numerical schemesOberwolfach Reports: Variational Methods for Evolution (hybrid meeting) 17(2), 1391-1467 (2021), Oberwolfach Report 29/2020
- 2019
A non-local Fokker-Planck equation related to nucleation and coarseningOberwolfach Reports: Interplay Anal. Probab. Appl. Math. 15(1), 311–381 (2019), Oberwolfach Report 6/2018
- 2016
Capacitary inequalities in discrete setting and application to metastable Markov chainsOberwolfach Reports Interplay Anal. Probab. Appl. Math. 12(3), 1989–2064 (2016), Oberwolfach Report 35/2015
- 2014
Some recent developments in functional inequalitiesJournées MAS 2012 44, 338–354 (2014)
Thesis
- 2020
Phase transitions in Interacting SystemsRheinische Friedrich-Wilhelms-Universität Bonn, Habilitationsschrift, 2020, Facultas Docendi May 22, 2020
- 2012
The Eyring-Kramers formula for Poincaré and logarithmic Sobolev inequalitiesUniversität Leipzig, PhD Thesis, 2012
- 2008
Solvability, approximation and estimates for a class of singular phase field modelsUniversity of Mining and Technology Freiberg and University of Pavia, Diploma thesis, 2008