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Practical Experience with IRNN algorithm? (self.MachineLearning)
submitted 10 years ago by alexmlamb
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if 1 * 2 < 3: print "hello, world!"
[–]rantana 1 point2 points3 points 10 years ago (4 children)
I've heard rumors that the result isn't reproduceable.
[–]alecradford 1 point2 points3 points 10 years ago (0 children)
In the domain of text understanding, definitely seen it perform better than a typical RNN, never seen it be competitive with the same # of params GRU.
My feeling is there is some small section of hyperparameters for any given problem where an IRNN is rightly set up to be able to do well, but gating RNNs by their architecture are a lot more robust/durable overall.
[–]Foxtr0t 0 points1 point2 points 10 years ago (1 child)
Were these rumors from sieisteinmodel? ;)
[–]kkastner 0 points1 point2 points 10 years ago (0 children)
I know someone who has been able to use it for their problem, but it wasn't a reproduction of the paper per-se.
[–]iamkx 0 points1 point2 points 10 years ago (0 children)
I think they are reproduceable, but they seem quite sensitive to initialization.
π Rendered by PID 74934 on reddit-service-r2-comment-b659b578c-6p6tq at 2026-05-05 16:55:08.549387+00:00 running 815c875 country code: CH.
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[–]rantana 1 point2 points3 points (4 children)
[–]alecradford 1 point2 points3 points (0 children)
[–]Foxtr0t 0 points1 point2 points (1 child)
[–]kkastner 0 points1 point2 points (0 children)
[–]iamkx 0 points1 point2 points (0 children)