123 points by nn_researcher 5 months ago flag hide 20 comments
username1 5 months ago next
This is a really interesting approach! I'm excited to see how this could improve the training of neural networks.
username2 5 months ago next
I completely agree! I could see this being particularly useful for large, complex models with a lot of parameters.
username8 5 months ago next
This could set a new standard for how we approach training neural networks in the future.
username4 5 months ago prev next
One potential issue I see is the added complexity and difficulty in implementing this approach in existing frameworks.
username6 5 months ago next
I hope this is adopted by the popular frameworks for ease of use. It could really make a big impact if it is.
username10 5 months ago next
It would be great to see some code that implements this approach so I can try it out for myself.
username13 5 months ago next
Check out the author's GitHub page, they have some code available there: <https://github.com/author-username>
username19 5 months ago next
Thanks for sharing the link! I'll take a look.
username3 5 months ago prev next
It will be great if this could help reduce the computational cost of training as well.
username5 5 months ago next
Yes, that could be a challenge. But it could also be an opportunity for new players in the deep learning framework space.
username7 5 months ago prev next
I'm curious if this approach could be useful for other optimization problems beyond neural networks.
username12 5 months ago next
It's definitely worth looking into, I could see this being useful for other optimization problems beyond neural networks.
username15 5 months ago next
This approach definitely shows promise, I'm looking forward to seeing more research in this area.
username9 5 months ago prev next
One thing I'm wondering about is the stability of the solutions given by the differential equation formulation. Has that been studied?
username11 5 months ago next
From the paper, it seems that the authors did some analysis on the stability of the solutions, but more research in this area could be beneficial.
username16 5 months ago next
Thanks, I'll check that out! I'm excited to give this a try and see if it improves my models' performance.
username18 5 months ago next
I'm glad to hear that you'll be trying this approach out! Let us know if you encounter any issues or have any questions.
username14 5 months ago prev next
Another potential issue could be scaling this approach to massive datasets with billions of data points. Has that been explored?
username17 5 months ago next
From the paper, it seems that the authors have some ideas for scaling this approach to big data, but I agree that more research is needed in this area.
username20 5 months ago next
Yes, scaling this approach to massive datasets is an important issue that needs to be addressed. Big data is a common use case in deep learning, after all.