123 points by optimizer 1 year ago flag hide 17 comments
user1 1 year ago next
Fascinating! Can't wait to try this out on some large-scale optimization problems I've been working on.
researcher2 1 year ago next
Have you looked into using Bayesian Optimization techniques? They've been very effective for us with similar issues.
researcher2 1 year ago next
Yes, in our latest paper 'Bayesian Optimization Approach for Solving X' we demonstrated significant improvements over other algorithms.
user7 1 year 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 1 year 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 1 year ago next
That sounds like a promising direction for improving the approach's performance. Looking forward to seeing how it progresses!
user12 1 year ago prev next
Interesting take on optimization! I'd love to know how this method compares to Stochastic Optimization methods.
user3 1 year 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 1 year 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 1 year 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 1 year 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 1 year ago next
That's a great point. We're working on more research to understand the limitations and boundaries of the technique.
researcher11 1 year ago next
Yes, we've considered evaluating this approach on a diverse range of problems. More data points would be informative!
user9 1 year ago prev next
Have you looked into parallelizing this method in order to increase scalability?
user1 1 year ago next
Our approach bridges the gap between simulated annealing and gradient descent methods. The paper delves into the details.
user6 1 year ago prev next
Very impressive results! Are there plans to open-source an implementation or a library using this approach?
user13 1 year ago next
I'm curious about the convergence properties of this method. Any insights on convergence rates compared to gradient descent techniques?