A Γ-Convergence Analysis of the Quasicontinuum Method. - Malena I. Español; Dennis M. Kochmann; Sergio Conti; Michael Ortiz (Multiscale Model. Simul., 2013)

Data-driven topology optimization of spinodoid metamaterials with seamlessly tunable anisotropy. - Li Zheng; Siddhant Kumar; Dennis M. Kochmann (CoRR, 2020)

What machine learning can do for computational solid mechanics. - Siddhant Kumar; Dennis M. Kochmann (CoRR, 2021)

Soft Adaptive Mechanical Metamaterials. - Romik Khajehtourian; Dennis M. Kochmann (Frontiers Robotics AI, 2021)

Topology Optimization of Graded Truss Lattices Based on On-the-Fly Homogenization. - Bastian Telgen; Ole Sigmund; Dennis M. Kochmann (CoRR, 2022)

Physics-Informed Neural Networks for Shell Structures. - Jan-Hendrik Bastek; Dennis M. Kochmann (CoRR, 2022)

Numerical Approaches for Investigating Quasiconvexity in the Context of Morrey's Conjecture. - Jendrik Voss; Robert J. Martin; Oliver Sander; Siddhant Kumar; Dennis M. Kochmann; Patrizio Neff (J. Nonlinear Sci., 2022)

GNN-Assisted Phase Space Integration with Application to Atomistics. - Shashank Saxena; Jan-Hendrik Bastek; Miguel Spinola; Prateek Gupta; Dennis M. Kochmann (CoRR, 2023)

Unifying the design space of truss metamaterials by generative modeling. - Li Zheng; Siddhant Kumar; Dennis M. Kochmann (CoRR, 2023)

Inverse design of nonlinear mechanical metamaterials via video denoising diffusion models. - Jan-Hendrik Bastek; Dennis M. Kochmann (Nat. Mac. Intell., 2023)

A mixed-order quasicontinuum approach for beam-based architected materials with application to fracture. - Kevin Kraschewski; Gregory P. Phlipot; Dennis M. Kochmann (CoRR, 2024)

HyperCAN: Hypernetwork-Driven Deep Parameterized Constitutive Models for Metamaterials. - Li Zheng; Dennis M. Kochmann; Siddhant Kumar (CoRR, 2024)

AQCNES: A Quasi-Continuum Non-Equilibrium Solver. - Gerhard Bräunlich; Shashank Saxena; Manuel Weberndorfer; Miguel Spinola; Prateek Gupta; Dennis M. Kochmann (J. Open Source Softw., 2024)

Physics-Informed Diffusion Models. - Jan-Hendrik Bastek; WaiChing Sun; Dennis M. Kochmann (ICLR, 2025)

DiffuMeta: Algebraic Language Models for Inverse Design of Metamaterials via Diffusion Transformers. - Li Zheng; Siddhant Kumar; Dennis M. Kochmann (CoRR, 2025)

Deep learning-aided inverse design of porous metamaterials. - Phu Thien Nguyen; Yousef Heider; Dennis M. Kochmann; Fadi Aldakheel (CoRR, 2025)