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I am working on a NAS with Ax. I have 2 objectives valid_acc and flops. I want to constrain the flops to be smaller than a max flop value.
`outcome_constraints=[f"flops
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Hello,
I'm trying to do a multiobjective (2 objectives) optimization but in my data some values are missing for the objective 2. I don't want to delete the data where there is only the objective 1 …
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This idea comes from this paper: https://arxiv.org/pdf/2202.03057.pdf
It will be a challenging issue requiring a lot of work. The idea is to combine MAP-Elites with NSGA-II. NSGA-II is a multiobjec…
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Now that we have a NSGA-II candidate, we need corresponding ReadTheDocs documentation.
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Make a new abstract class called MinecraftWeightedSumFitnessFunction that extends the TimedEvaluationMinecraftFitnessFunction. This abstract class will have a constructor that takes two lists:
- a li…
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### Motivation
The Botorch/Ax documentation seems to suggest that the qNEHVI acquisition function performs better than the qEHVI acquisition function.
See for example:
"For batch optimization…
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Hello,
[pymoo's differential evolution](https://pymoo.org/algorithms/soo/de.html#nb-de) algorithm is single objective. Is there a way to use it for multi-objective problems? Something in the vein o…
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In Section S.3.B of:
> Hickman, R. J.; Aldeghi, M.; Häse, F.; Aspuru-Guzik, A. Bayesian Optimization with Known Experimental and Design Constraints for Chemistry Applications. arXiv:2203.17241 [cond-…
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Do we have an answer to this/ a built in automatic stop point or is it a case of try 100, then try 1000 and see if theres any better solutions found on the pareto front?
Thanks!
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In GitLab by @Poncelet on Jun 20, 2018, 12:25
Further elaborate the objective function. Ideally, allow for other types of objective function except cost minimization (e.g., emission minimization, mul…