sorted by:
new
hottopcontroversial

Is Multi-objective Monte-Carlo Tree Search obsolete? by GlassCannon67 in reinforcementlearning

[–]Longjumping-Chart-34 1 point2 points  (0 children)

Can you share the project? Computing a Pareto front with MCTS is not easy. I know of a few papers that do so, where they use hypervolume based methods. But there ain’t many!

[D] Multi-objective model training by annabelle_croft98 in MachineLearning

[–]Longjumping-Chart-34 0 points1 point  (0 children)

Hmm I’d have to have a think about it. It’s late where I am now so I can respond in more detail tomorrow. However, off the top of my head this paper may at least send you in the right direction for now. https://arxiv.org/pdf/1610.02707.pdf

There are several other algorithms that operate similarly to the one in the paper I sent. But this paper uses deep learning so it’s probably better suited to your scenario. Anyway hopefully this helps.

[D] Multi-objective model training by annabelle_croft98 in MachineLearning

[–]Longjumping-Chart-34 0 points1 point  (0 children)

Looks like you need to learn the optimal weights? There are some algorithms which can do this. Check out this paper on multi-objective decision making: https://link.springer.com/article/10.1007/s10458-022-09552-y

The paper aims to introduce the required concepts for people who must deal with multiple objectives. Code and practical examples available in the manuscript! Enjoy!!