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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