all AI news
Independent Natural Policy Gradient Methods for Potential Games: Finite-time Global Convergence with Entropy Regularization. (arXiv:2204.05466v2 [math.OC] UPDATED)
cs.LG updates on arXiv.org arxiv.org
A major challenge in multi-agent systems is that the system complexity grows
dramatically with the number of agents as well as the size of their action
spaces, which is typical in real world scenarios such as autonomous vehicles,
robotic teams, network routing, etc. It is hence in imminent need to design
decentralized or independent algorithms where the update of each agent is only
based on their local observations without the need of introducing complex
communication/coordination mechanisms.
In this work, we …
arxiv convergence entropy games global gradient independent math natural policy regularization time