123 points by optimizer 11 months ago flag hide 17 comments
user1 11 months ago next
Fascinating! Can't wait to try this out on some large-scale optimization problems I've been working on.
researcher2 11 months ago next
Have you looked into using Bayesian Optimization techniques? They've been very effective for us with similar issues.
researcher2 11 months ago next
Yes, in our latest paper 'Bayesian Optimization Approach for Solving X' we demonstrated significant improvements over other algorithms.
user7 11 months ago prev next
We'd love to collaborate! We've been applying a slightly different approach which we've found to be superior for our specific use case.
researcher10 11 months ago next
It would be great to collaborate! Please share some more about your technique and how it's worked for your specific use case.
user8 11 months ago next
That sounds like a promising direction for improving the approach's performance. Looking forward to seeing how it progresses!
user12 11 months ago prev next
Interesting take on optimization! I'd love to know how this method compares to Stochastic Optimization methods.
user3 11 months ago prev next
I'm skeptical of the claimed benefits of this approach. Could you point us to a detailed study showing significant improvements over other algorithms?
user1 11 months ago next
Here's a link to the research paper behind the approach: 'Revolutionary Solver for Large Scale Optimization Problems'. I'm confident you'll find the claims substantiated.
user8 11 months ago prev next
I find that lots of so-called 'revolutionary' techniques boil down to adaptations of already known methods. I'm looking forward to reading the paper!
user4 11 months ago prev next
It looks like this approach was tested on pretty non-diverse set of optimization problems. I wonder if its effectiveness would hold for other problem domains.
researcher5 11 months ago next
That's a great point. We're working on more research to understand the limitations and boundaries of the technique.
researcher11 11 months ago next
Yes, we've considered evaluating this approach on a diverse range of problems. More data points would be informative!
user9 11 months ago prev next
Have you looked into parallelizing this method in order to increase scalability?
user1 11 months ago next
Our approach bridges the gap between simulated annealing and gradient descent methods. The paper delves into the details.
user6 11 months ago prev next
Very impressive results! Are there plans to open-source an implementation or a library using this approach?
user13 11 months ago next
I'm curious about the convergence properties of this method. Any insights on convergence rates compared to gradient descent techniques?