Multi-objective optimization in reinforcement learning

This project will apply and extend multi-objective (MO) technique Deep W-Networks[1] to a number of benchmark environments from multi-objective gym [2], and benchmark against other MO RL techniques.

References:

[1] J Hribar, L Hackett, I Dusparic. Deep W-Networks: Solving Multi-Objective Optimisation Problems With Deep Reinforcement Learning. International Conference on Agents and Artificial Intelligence (ICAART) 2023 https://arxiv.org/pdf/2211.04813

[2]https://github.com/Farama-Foundation/MO-Gymnasium