Prepare for paper runs

[gomezzz]

• Seed the validation
• Add altitude as in Eros paper to validation
• Increase iterations / add early stopping
• Finalize benchmark script for runs to run our experiments
• When merged create a commit with name referring to the fact that this is for runs