What is the most effective way to make people (humans) come together as a whole and achieve a common goal or defeat a common enemy or solve a common problem.
Conceptual leap – could be considered a spark of genius or at least high creativity.
Framework serves more as a philosophical guideline or a set of desired emergent properties for future MAS, rather than offering concrete algorithmic or architectural solutions
Provides interesting research questions and potential directions for MARL (e.g., exploring identity-based intrinsic motivation), but practical implementation requires significant breakthroughs in representation learning and reward design.
The framework serves as a rich source of phenomena for BGT/EGT researchers to target. It motivates the need for more sophisticated models incorporating dynamic identity and group-level agency but doesn't provide those models itself. It pushes the application boundaries of existing game theory.
It currently serves more as a thought-provoking extension than a developed technical proposal.
Great adjacent read.
Open Problems in Cooperative AI
From Centre for the Governance of AI, Future of Humanity Institute, University of Oxford, DeepMind, University of Waterloo
https://arxiv.org/abs/2012.08630
Casual Peer Review:
Conceptual leap – could be considered a spark of genius or at least high creativity.
Framework serves more as a philosophical guideline or a set of desired emergent properties for future MAS, rather than offering concrete algorithmic or architectural solutions
Provides interesting research questions and potential directions for MARL (e.g., exploring identity-based intrinsic motivation), but practical implementation requires significant breakthroughs in representation learning and reward design.
The framework serves as a rich source of phenomena for BGT/EGT researchers to target. It motivates the need for more sophisticated models incorporating dynamic identity and group-level agency but doesn't provide those models itself. It pushes the application boundaries of existing game theory.
It currently serves more as a thought-provoking extension than a developed technical proposal.