Publications
My publications on Google Scholar, arXiv, ORCID. Download all entries as BibTeX.
Use the doi link to navigate to the journal, arXiv for the preprint page and pdf to download the arXiv preprint directly.
2026
- Stable Recovery of Matrix Gauge Classes from Pointwise Invariants. arXiv preprint. [arXiv | pdf]
- A fast summation method for the DFT-D3 dispersion correction. arXiv preprint. [arXiv | pdf]
- The High Cost of Data Augmentation for Learning Equivariant Models. arXiv preprint. [arXiv | pdf]
- Equivariant Many-body Message Passing Interatomic Potentials for Magnetic Materials. arXiv preprint. [arXiv | pdf]
- Regularity Priors for the Linear Atomic Cluster Expansion. Mach. Learn.: Sci. Technol. 7(2):025063, 2026. [doi | arXiv | pdf]
- Scalable Data-Driven Basis Selection for Linear Machine Learning Interatomic Potentials. Mach. Learn.: Sci. Technol. 7:10769, 2026. [doi | arXiv | pdf]
- Parameterizing Intersecting Surfaces via Invariants. Linear Algebra Appl. 745:54–85, 2026. [doi | arXiv | pdf]
- A foundation model for atomistic materials chemistry. J. Chem. Phys. 163:184110, 2026. [doi | arXiv | pdf]
2025
- Stochastic Reconfiguration with Warm-Started SVD. arXiv preprint. [arXiv | pdf]
- Flexible Uncertainty Calibration for Machine-Learned Interatomic Potentials. arXiv preprint. [arXiv | pdf]
- Machine learning intermolecular transfer integrals with compact atomic cluster representations. arXiv preprint. [arXiv | pdf]
- An Atomic Cluster Expansion Potential for Twisted Multilayer Graphene. Mach. Learn.: Sci. Technol. 6:18976, 2025. [doi | arXiv | pdf]
- Transferable Machine Learning Potential X-MACE for Excited States using Integrated DeepSets. submitted. [arXiv | pdf]
- Many-Body Coarse-Grained Molecular Dynamics with the Atomic Cluster Expansion. arXiv preprint. [arXiv | pdf]
- Nearsightedness in Materials with Indirect Band Gaps. submitted. [arXiv | pdf]
- Fast automatically differentiable matrix functions and applications in molecular simulations. Comput. Phys. Commun. 317:109832, 2025. [doi | arXiv | pdf]
- Machine Learning Configuration-Dependent Friction Tensors in Langevin Heatbaths. Mach. Learn.: Sci. Technol. 6:6670, 2025. [doi | arXiv | pdf]
- Self-consistent Coulomb interactions for machine learning interatomic potentials. Nonlinearity 38:095024, 2025. [doi | arXiv | pdf]
- Surrogate models for vibrational entropy based on a spatial decomposition. Multiscale Model. Simul. 23:514-544, 2025. [doi | arXiv | pdf]
- Higher Order Far-Field Boundary Conditions for Crystalline Defects. SIAM J. Numer. Anal. 63:520-541, 2025. [doi | arXiv | pdf]
- The Design Space of E(3)-Equivariant Atom-Centered Interatomic Potentials. Nature Machine Intelligence 7:56-67, 2025. [doi | arXiv | pdf]
- Optimal Evaluation of Symmetry-Adapted n-Correlations Via Recursive Contraction of Sparse Symmetric Tensors. J. Numer. Math. 33:87-104, 2025. [doi | arXiv | pdf]
2024
- Analysis of local structure of mechanical and thermal rearrangements in glasses with the atomic cluster expansion. J. Phys. Chem. B 128:11492-11499, 2024. [doi | arXiv | pdf]
- Atomic Cluster Expansion without Self-Interaction. J. Comput. Phys. 515:113271, 2024. [doi | arXiv | pdf]
- A Theoretical Case Study of the Generalisation of Machine-learned Potentials. Comput. Methods Appl. Mech. Engrg. 422:116831, 2024. [doi | arXiv | pdf]
- Equivariant Matrix Function Neural Networks. In The Twelfth International Conference on Learning Representations, 2024. [link]
- A general framework for equivariant neural networks on reductive lie groups. In Proceedings of the 37th International Conference on Neural Information Processing Systems, Curran Associates Inc., pp. 55260-55284, 2024. [doi]
- A Multilevel Method for Many-Electron Schrödinger Equations Based on the Atomic Cluster Expansion. SIAM J. Sci. Comput. 46:A105-A129, 2024. [doi | arXiv | pdf]
- A Posteriori Error Estimate and Adaptivity for QM/MM Models of Crystalline Defects. Comput. Methods Appl. Mech. Engrg. 428:117097, 2024. [doi | arXiv | pdf]
- Stability of the Minimum Energy Path. Numer. Math. 156:39-70, 2024. [doi | arXiv | pdf]
- Polynomial Approximation of Symmetric Functions. Math. Comp. 93:811-839, 2024. [doi | arXiv | pdf]
2023
- Thermodynamic Limits of Electronic Systems. In Density Functional Theory: Modeling, Mathematical Analysis, Computational Methods and Applications, Springer, pp. 307-331, 2023. [doi | arXiv | pdf]
- ACEpotentials.jl: A Julia Implementation of the Atomic Cluster Expansion. J. Chem. Phys. 159:164101, 2023. [doi | arXiv | pdf]
- On the Atomic Cluster Expansion: interatomic potentials and beyond. KIM REVIEW 1, 2023. [doi]
- Retrieval of Boost Invariant Symbolic Observables via Feature Importance. ArXiv e-prints, 2023. to appear. [arXiv | pdf]
- Hyperactive Learning (HAL) for Data-Driven Interatomic Potentials. npj Computational Materials 9:168, 2023. [doi | arXiv | pdf]
- Exploiting Machine Learning in Multiscale Modelling of Materials. J. Inst. Eng. India Ser. D 104:867-877, 2023. [doi]
- Tensor-reduced atomic density representations. Phys. Rev. Lett. 131:028001, 2023. [doi | arXiv | pdf]
- A framework for a generalisation analysis of machine-learned interatomic potentials. Multiscale Model. Simul. 21:1053-1080, 2023. [doi | arXiv | pdf]
- QM/MM Methods for Crystalline Defects. Part 3: Machine-Learned Interatomic Potentials. Multiscale Model. Simul. 20:1490-1518, 2023. [doi | arXiv | pdf]
- Elastic Far-Field Decay from Dislocations in Multilattices. Multiscale Model. Simul. 21:1379-1409, 2023. [doi | arXiv | pdf]
2022
- Boost Invariant Polynomials for Efficient Jet Tagging. Mach. Learn.: Sci. Technol. 3:04LT05, 2022. [doi | arXiv | pdf]
- Atomic cluster expansion and wave function representations. submitted. [arXiv | pdf]
- MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields. In Advances in Neural Information Processing Systems, vol. 35, pp. 11423-11436, 2022. [doi | arXiv | pdf]
- Multilayer atomic cluster expansion for semi-local interactions. Phys. Rev. Res. 4:L042019, 2022. [doi | arXiv | pdf]
- Convergence of the Discrete Minimum Energy Path. submitted. [arXiv | pdf]
- Comment on ``Manifolds of quasi-constant SOAP and ACSF fingerprints and the resulting failure to machine learn four-body interactions''. J. Chem. Phys. 157:177101, 2022. [doi]
- Equivariant analytical mapping of first principles Hamiltonians to accurate and transferable materials models. npj Computational Materials 8:158, 2022. [doi | arXiv | pdf]
- Asymptotic Expansion of the Elastic Far-Field of a Crystalline Defect. Arch. Ration. Mech. Anal. 245:1437-1490, 2022. [doi | arXiv | pdf]
- Body-Ordered Approximations of Atomic Properties. Arch. Ration. Mech. Anal. 245:1-60, 2022. [doi | arXiv | pdf]
- Crouzeix-Raviart finite element method for non-autonomous variational problems with Lavrentiev gap. Numer. Math. 151:779-805, 2022. [doi | arXiv | pdf]
- Atomic Cluster Expansion: Completeness, Efficiency and Stability. J. Comput. Phys. 454:110946, 2022. [doi | arXiv | pdf]
2021
- Linear Atomic Cluster Expansion Force Fields for Organic Molecules: beyond RMSE. J. Chem. Theory Comput. 17:7696-7711, 2021. [doi]
- Local invertibility and sensitivity of atomic structure-feature mappings. Open Res Europe 1(126):126, 2021. [doi | arXiv | pdf]
- Physics-inspired structural representations for molecules and materials. Chem. Rev. 121:9759-9815, 2021. [doi | arXiv | pdf]
- Atomic permutationally invariant polynomials for fitting molecular force fields. Mach. Learn.: Sci. Technol. 2:025017, 2021. [doi]
- Performant implementation of the atomic cluster expansion (PACE): Application to copper and silicon. npj Computational Materials 7:97, 2021. [doi | arXiv | pdf]
- A Posteriori Error Estimates for Adaptive QM/MM Coupling Methods. SIAM J. Sci. Comput. 43:A2785-A2808, 2021. [doi | arXiv | pdf]
2020
- Sensitivity and Dimensionality of Atomic Environment Representations used for Machine Learning Interatomic Potentials. J. Chem. Phys. 153:144106, 2020. [doi | arXiv | pdf]
- Point Defects in Tight Binding Models for Insulators. Math. Models Methods Appl. Sci. 30(14):2753-2797, 2020. [doi | arXiv | pdf]
- Incompleteness of Atomic Structure Representations. Phys. Rev. Lett. 125:166001, 2020. [doi | arXiv | pdf]
- Regularised Atomic Body-Ordered Permutation-Invariant Polynomials for the Construction of Interatomic Potentials. Mach. Learn.: Sci. Technol. 1:6660, 2020. [doi | arXiv | pdf]
- Modeling and Computation of Kubo Conductivity for 2D Incommensurate Bilayers. Multiscale Model. Simul. 18:1525-1564, 2020. [doi | arXiv | pdf]
- Locality of Interatomic Forces in Tight Binding Models for Insulators. ESAIM: Math. Model. Numer. Anal. 54:2295-2318, 2020. [doi | arXiv | pdf]
- Analysis of Cell Size Effects in Atomistic Crack Propagation. ESAIM: Math. Model. Numer. Anal. 54:1821 - 1847, 2020. [doi | arXiv | pdf]
- Sharp Uniform Convergence Rate of the Supercell Approximation of a Crystalline Defect. SIAM J. Numer. Anal. 58:279-297, 2020. [doi | arXiv | pdf]
- Thermodynamic Limit of the Transition Rate of a Crystalline Defect. Arch. Ration. Mech. Anal. 238:1413-1474, 2020. [doi | arXiv | pdf]
2019
- Analysis of an atomistic model for anti-plane fracture. Math. Models Methods Appl. Sci. 29:2469-2521, 2019. [doi | arXiv | pdf]
- A preconditioning scheme for minimum energy path finding methods. J. Chem. Phys. 150:094109, 2019. [doi | arXiv | pdf]
- The Effect of Crystal Symmetries on the Locality of Screw Dislocation Cores. SIAM J. Math. Anal. 51:1108-1136, 2019. [doi | arXiv | pdf]
- Geometry Equilibration of Crystalline Defects in Quantum and Atomistic Descriptions. Math. Models Methods Appl. Sci. 29:419-492, 2019. [doi | arXiv | pdf]
2018
- Preconditioners for the geometry optimisation and saddle point search of molecular systems. Scientific Reports 8:13991, 2018. [doi | arXiv | pdf]
- Incommensurate Heterostructures in Momentum Space. Multiscale Model. Simul. 16:429-451, 2018. [doi | arXiv | pdf]
- Some Remarks on Preconditioning Molecular Dynamics. SMAI J. Comp. Math. 4:57–80, 2018. [doi | arXiv | pdf]
- Force-Based Atomistic/Continuum Blending for Multilattices. Numer. Math. 140:703-754, 2018. [doi | arXiv | pdf]
- Thermodynamic Limit of Crystal Defects with Finite Temperature Tight Binding. Arch. Ration. Mech. Anal. 230:701-733, 2018. [doi | arXiv | pdf]
- On assessing the accuracy of defect free energy computations. ESAIM: Math. Model. Numer. Anal. 52:1315-1352, 2018. [doi | arXiv | pdf]
2017
- Coupling Atomistic, Elasticity and Boundary Element Models. arXiv preprint. [arXiv | pdf]
- Polytypism in the ground state structure of the Lennard-Jonesium. Phys. Chem. Chem. Phys. 19:19369-19376, 2017. [doi | arXiv | pdf]
- Regularity and Locality of Point Defects in Multilattices. Appl. Math. Res. Express 1-41, 2017. [doi | arXiv | pdf]
- Electronic Density of States for Incommensurate Layers. Multiscale Model. Simul. 15:476-499, 2017. [doi | arXiv | pdf]
- Convergence and Cycling in Walker-type Saddle Search Algorithms. SIAM J. Numer. Anal. 55:2204-2227, 2017. [doi | arXiv | pdf]
- Analysis of patch-test consistent atomistic-to-continuum coupling with higher-order finite elements. ESAIM: Math. Model. Numer. Anal. 51:2263-2288, 2017. [doi | arXiv | pdf]
- Analysis of a Predictor-Corrector Method for Computationally Efficient Modeling of Surface Effects in 1D. Multiscale Model. Simul. 15(2):892-919, 2017. [doi | arXiv | pdf]
- Locality of the Thomas-Fermi-von Weizsäcker Equations. Arch. Ration. Mech. Anal. 224(3):817-870, 2017. [doi | arXiv | pdf]
- QM/MM Methods for Crystalline Defects. Part 2: Consistent energy and force-mixing. Multiscale Model. Simul. 15:184-214, 2017. [doi | arXiv | pdf]
2016
- A universal preconditioner for simulating condensed phase materials. J. Chem. Phys. 144:164109, 2016. [doi | arXiv | pdf]
- QM/MM Methods for Crystalline Defects. Part 1: Locality of the Tight Binding Model. Multiscale Model. Simul. 14:232-264, 2016. [doi | arXiv | pdf]
- A dimer-type saddle search algorithm with preconditioning and linesearch. Math. Comp. 85:2939-2966, 2016. [doi | arXiv | pdf]
- Atomistic/Continuum Blending with Ghost Force Correction. SIAM J. Sci. Comput. 38:A346-A375, 2016. [doi | arXiv | pdf]
- Analysis of blended atomistic/continuum hybrid methods. Numer. Math. 134:275-326, 2016. [doi | arXiv | pdf]
- Analysis of Boundary Conditions for Crystal Defect Atomistic Simulations. Arch. Ration. Mech. Anal. 222:1217-1268, 2016. [doi | arXiv | pdf]
2015
- Analysis of stable screw dislocation configurations in an anti-plane lattice model. SIAM J. Math. Anal. 47:291-320, 2015. [doi | arXiv | pdf]
2014
- Energy-Based Atomistic-to-Continuum Coupling Without Ghost Forces. Comput. Methods Appl. Mech. Engrg. 279:29-45, 2014. [arXiv | pdf]
- (In-)Stability and Stabilisation of QNL-Type Atomistic-to-Continuum Coupling Methods. Multiscale Model. Simul. 12:1258–1293, 2014. [arXiv | pdf]
- An approach to nonlinear viscoleasticity via metric gradient flows. SIAM J. Math. Anal. 46:1317–1347, 2014.
- Existence and stability of a screw dislocation under anti-plane deformation. Arch. Ration. Mech. Anal. 213(3):887-929, 2014. [doi | arXiv | pdf]
- Theory-based Benchmarking of the Blended Force-Based Quasicontinuum Method. Comput. Methods Appl. Mech. Engrg. 268:763-781, 2014. [doi | arXiv | pdf]
- A posteriori error control for a quasicontinuum approximation of a periodic chain. IMA J. Numer. Anal. 34:977-1001, 2014. [doi | arXiv | pdf]
2013
- Atomistic-to-continuum coupling. Acta Numerica 22:397-508, 2013. [doi]
- Symmetries of 2-lattices and second order accuracy of the Cauchy--Born Model. Multiscale Model. Simul. 11:615-634, 2013. [doi | arXiv | pdf]
- Justification of the Cauchy--Born Approximation of Elastodynamics. Arch. Ration. Mech. Anal. 207:1025-1073, 2013. [doi | arXiv | pdf]
- Atomistic-to-continuum coupling. Springer Encyclopedia for Applied and Computational Mathematics, 2013. [link]
- Formulation and optimization of the energy-based blended quasicontinuum method. Comput. Methods Appl. Mech. Engrg. 253:160-168, 2013. [doi | arXiv | pdf]
- Atomistic-to-Continuum Coupling Approximation of a One-Dimensional Toy Model for Density Functional Theory. Multiscale Model. Simul. 11:59-91, 2013. [doi | arXiv | pdf]
- An Analysis of the Boundary Layer in the 1D Surface Cauchy--Born Model. ESAIM: Math. Model. Numer. Anal. 47:109-123, 2013. [doi]
- Analysis of an Energy-based Atomistic/Continuum Coupling Approximation of a Vacancy in the 2D Triangular Lattice. Math. Comp. 82:2191-2236, 2013. [doi | arXiv | pdf]
- An adaptive finite element approximation of a generalised Ambrosio--Tortorelli functional. Math. Models Methods Appl. Sci. 23:1663-1697, 2013. [doi]
2012
- Interpolants of Lattice Functions for the Analysis of Atomistic/Continuum Multiscale Methods. arXiv preprint. [arXiv | pdf]
- A note on linear elliptic systems on ℝd. arXiv preprint. [arXiv | pdf]
- Positive Definiteness of the Blended Force-Based Quasicontinuum Method. Multiscale Model. Simul. 10:1023-1045, 2012. [doi | arXiv | pdf]
- Construction and sharp consistency estimates for atomistic/continuum coupling methods with general interfaces: a 2D model problem. SIAM J. Numer. Anal. 50:2940-2965, 2012. [doi | arXiv | pdf]
- The role of the patch test in 2D atomistic-to-continuum coupling methods. ESAIM: Math. Model. Numer. Anal. 46:1275-1319, 2012. [doi]
- A computational and theoretical investigation of the accuracy of quasicontinuum methods. In Numerical Analysis of Multiscale Problems, Springer Lecture Notes in Computational Science and Engineering 83, pp. 67-96, 2012. [doi]
- The Spectrum of the Force-Based Quasicontinuum Operator for a Homogeneous Periodic Chain. Multiscale Model. Simul. 10(3):744-765, 2012. [doi | arXiv | pdf]
- Stress-based atomistic/continuum coupling: a new variant of the quasicontinuum approximation. Int. J. Multiscale Comput. Eng. 10, 2012.
- Linear Stationary Iterative Methods for the Force-based Quasicontinuum Approximation. In Numerical Analysis and Multiscale Computations, Springer Lect. Notes Comput. Sci. Eng. Springer 82, pp. 331-368, 2012. [doi | arXiv | pdf]
- Existence of solutions of partially degenerate visco-elastic problems, and applications to modelling muscular contraction and cardiac electro-mechanical activity. preprint.
- On the stability of Bravais lattices and their Cauchy--Born approximations. M2AN Math. Model. Numer. Anal. 46:81-110, 2012. [doi]
2011
- A Priori Error Estimates for Energy-Based Quasicontinuum Approximations of a Periodic Chain. Math. Models Methods Appl. Sci. 21:2491–2521, 2011. [doi]
- A priori error analysis of two force-based atomistic/continuum models of a periodic chain. Numer. Math. 119(1):83–121, 2011. [doi]
- A priori error estimates for optimal control problems with pointwise constraints on the gradient of the state. Numer. Math. 118:587-600, 2011. [doi]
- Iterative methods for the force-based quasicontinuum approximation: Analysis of a 1D model problem. Comput. Methods Appl. Mech. Engrg. 200:2697-2709, 2011. [doi]
- Nonconforming finite-element discretization of convex variational problems. IMA J. Numer. Anal. 31:847-864, 2011. [doi]
- A priori and a posteriori analysis of the quasinonlocal quasicontinuum method in 1D. Math. Comp. 80(275):1265–1285, 2011. [doi]
- On the convergence of adaptive nonconforming finite element methods for a class of convex variational problems. SIAM J. Numer. Anal. 49(1):346–367, 2011. [doi]
- Robust a priori and a posteriori error analysis for the approximation of Allen-Cahn and Ginzburg-Landau equations past topological changes. SIAM J. Numer. Anal. 49(1):110–134, 2011. [doi]
- Adaptive finite element approximation of the Francfort-Marigo model of brittle fracture. In Approximation and computation, Springer, vol. 42, pp. 297-310, 2011. [doi]
2010
- Analysis of a class of penalty methods for computing singular minimizers. Comput. Methods Appl. Math. 10(2):137-163, 2010. [doi]
- Existence and convergence results for the Galerkin approximation of an electronic density functional. Math. Models Methods Appl. Sci. 20(12):2237–2265, 2010. [doi]
- Accuracy of quasicontinuum approximations near instabilities. J. Mech. Phys. Solids 58(10):1741–1757, 2010. [doi]
- Convergence of simple adaptive Galerkin schemes based on h-h/2 error estimators. Numer. Math. 116(2):291–316, 2010. [doi]
- An adaptive finite element approximation of a variational model of brittle fracture. SIAM J. Numer. Anal. 48(3):980–1012, 2010. [doi]
- Existence of solutions to a regularized model of dynamic fracture. Math. Models Methods Appl. Sci. 20(7):1021–1048, 2010. [doi]
- Stability, instability, and error of the force-based quasicontinuum approximation. Arch. Ration. Mech. Anal. 197(1):179–202, 2010. [doi]
- Sharp stability estimates for the force-based quasicontinuum approximation of homogeneous tensile deformation. Multiscale Model. Simul. 8(3):782–802, 2010. [doi]
2009
- Compact embeddings of broken Sobolev spaces and applications. IMA J. Numer. Anal. 29(4):827–855, 2009. [doi]
- An analysis of node-based cluster summation rules in the quasicontinuum method. SIAM J. Numer. Anal. 47(4):3070–3086, 2009. [doi]
- A posteriori existence in numerical computations. SIAM J. Numer. Anal. 47(4):2550–2577, 2009. [doi]
2008
- Quasi-static crack propagation by Griffith's criterion. Math. Models Methods Appl. Sci. 18(11):1895–1925, 2008. [doi]
- Analysis of a quasicontinuum method in one dimension. M2AN Math. Model. Numer. Anal. 42(1):57–91, 2008. [doi]
2007
- Discontinuous Galerkin finite element approximation of nonlinear second-order elliptic and hyperbolic systems. SIAM J. Numer. Anal. 45(4):1370–1397, 2007. [doi]
2006
- Gradient flows as a selection procedure for equilibria of nonconvex energies. SIAM J. Math. Anal. 38(4):1214–1234, 2006. [doi]