Loss is not Enough
October 25, 2021 ยท View on GitHub
This experiment compares two optimization trajectories against each other. For these two trajectories, we observe virtually the same loss curve, however, the actual movement in the loss landscape is dramatically different. We show that with the alpha distribution, we are able to distinguish both cases easily.

- Run experiment:
python run.py(creates aresultsdirectory with two__logfiles for the blue and orange optimization trajectory). Alternatively, extract theresults.zipto use our original results:unzip results.zip. - Plot results:
python plot.py. If you created the results yourself, you need to change the path to the__logfiles in theplot.py. Find the plot in theoutput directory. - Clean up or start over:
bash clean.sh(removesresults)