Accuracy issue on conference paper
The first step when there is a discrepancy between the published work and attempts to reproduce the work is generally to email the authors. Let them know what is happening. Maybe there is a bug in the shared code or something about the initial conditions you are missing. Hopefully they will be able to help you resolve the issue. If not, you should probably publish both numbers and a statement that you could not reproduce their values.