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Replication of Mogrifier LSTM paper

Open qlan3 opened this issue 5 years ago • 5 comments

Does your code replicate the results in Mogrifier LSTM paper?

qlan3 avatar Dec 04 '19 23:12 qlan3

No. I attempted to implement it and test it in a basic RNN network for text prediction using the Brown corpus but didn't get very promising results compared to a regular LSTM. Perhaps with a larger dataset, more training time, better network architecture, or better hyperparameter tuning I could have come up with something more definitive. I believe my implementation is correct, but it's hard to verify without spending more time with the aforementioned criteria (this was a weekend project).

Looking at the paper, it seems they did plan to release the code (they even put a link that does not work: https://github.com/deepmind/lamb ), but something has been holding the writer up. I scoured the internet and found a couple comments (that I can't seem to find any more) between the author and another researcher that seemed to indicate the author was having trouble getting their official implementation working properly.

RMichaelSwan avatar Dec 05 '19 02:12 RMichaelSwan

Thank you for your detailed reply! I've emailed the author.

qlan3 avatar Dec 05 '19 19:12 qlan3

Welcome! I'd be interested to hear if they tell you anything new.

RMichaelSwan avatar Dec 05 '19 20:12 RMichaelSwan

@qlan3 thanks to #2 I seem to have something approaching the results of the paper. Would need more testing to fully verify, but it seems promising. Hope you find what you need!

RMichaelSwan avatar Jan 03 '20 01:01 RMichaelSwan

Thanks!

qlan3 avatar Jan 03 '20 04:01 qlan3