Replicate training across random seeds
Replicate Instruction-Conditioned Motion Control training across independent random seeds to determine the variability and reproducibility of the reported logged-reward improvements.
References
Evaluation of model-generated programs under the independent protocol, replication across training seeds, and matched tests of learning-rate and epoch effects remain future work.
— Instruction-Conditioned Motion Control for Robotic Arms: Language-to-Code Decomposition and Reinforcement Learning
(2610.19617 - Huang et al., 14 Oct 2026) in Section I, p. 1; Section VI, p. 6; Section IX, p. 7