MERIT: A Machine-Learning Reproducibility System


Models Easily Reproduce in Tribuo (MERIT) is a system integrated within the open-source machine-learning library Tribuo. MERIT provides automatic reproducibility of models trained in the Tribuo ecosystem. We have demonstrated that MERIT can provide bitwise-exact reproducibility for models using a Tribuo implementation when trained on the same machine, and execution-exact across machines.

Joseph Wonsil
Joseph Wonsil
PhD Student of Computer Science

PhD student in the Systopia Lab at UBC.