[mlpack] [Opinions Needed] Papers for Multi-objective reinforcement learning

[Benson Muite]

On 7/26/21 5:01 PM, sai_ng wrote:
> Hey all
>      Looking for good research papers for Multi-objective reinforcement 
> learning (MORL). Should contain python code, a test-suite for simulation 
> and enough citations.
Maybe of interest:
https://paperswithcode.com/search?q_meta=&q_type=&q=multi+objective+reinforcement+learning
> 
> Now that the first evaluation is completed, we will very soon have an 
> interactive rocket injector simulator! I hope you're looking forward for 
> that. Due to some shift in plans, we have decided on implementing (MORL) 
> algorithms instead of the originally proposed SPEA-II algorithm.
> 
> Some papers that I've liked so far:
>           1. Multi-Objective Reinforcement Learning using Sets ofPareto 
> Dominating Policies 
> <https://www.jmlr.org/papers/volume15/vanmoffaert14a/vanmoffaert14a.pdf>
>           2. Prediction-Guided Multi-Objective Reinforcement Learning 
> for Continuous Robot Control <http://proceedings.mlr.press/v119/xu20h.html>
>           3. A Generalized Algorithm for Multi-Objective Reinforcement 
> Learning and Policy Adaptation <https://arxiv.org/abs/1908.08342>
> 
> First one has a good number of citations. The second one has a reference 
> youtube video as well as code + test suite. The third one has code + 
> test suite and has good amount of stars as well.
> 
> Best
> S
> 
> 
> 
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