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2211.16006

Lie Group Forced Variational Integrator Networks for Learning and Control of Robot Systems

Valentin Duruisseaux, Thai Duong, Melvin Leok, Nikolay Atanasov

correctmedium confidence
Category
Not specified
Journal tier
Strong Field
Processed
Sep 28, 2025, 12:56 AM

Audit review

The candidate solution reproduces the paper’s forced discrete Euler–Lagrange equations on SE(3) (rotational, translational, and kinematic updates) and the Cayley-based solver exactly as derived in Appendix A and Appendix B. In particular, the Lagrangian-form updates (eqs. (75)–(77) in the paper) and the Cayley reduction to the vector equation φ(z)=a+a×z+z(a^T z)−2Jz with Jacobian ∇φ(z)=S(a)+(a^T z)I+z a^T−2J match verbatim (see Appendix A and B, and Section 4.2) . The structure-preserving statements also agree with the standard discrete variational framework summarized in the paper’s preliminaries on variational and forced variational integrators .

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} strong field

\textbf{Justification:}

The mathematics of the forced discrete Euler–Lagrange equations on SE(3) and the Cayley-based solver are correct and align with the provided paper. The candidate solution closely follows the paper’s appendices and includes the same core identities and update formulas. Minor clarifications (Newton convergence and Cayley coverage) would improve practical usability but do not affect correctness.