I have tried and failed to reproduce some findings on ML papers. Sometimes graphs are being significantly smoothed or filtered which makes results look better, other times core components of algorithms are not described and the findings cannot be reproduced at all.

Source code, or at the very least proper pseudocode, should be mandatory for all published computer science research.