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.
Forging the Collective: Abstracting the Mechanism of Collective Formation, with Hindavi Swaraj as its Landmark Manifestation, for Cooperative AI Systems (AI/ASI/ALF)
This is a part of my hobby research into artificial life forms, a recent one, this is to showcase the brilliance, sophistication and surprisingly effective thing that came/occured out of India (Maharashtra) (Indigenous), in 17th Century, that everyone should know, celebrate and be proud of and be amazed by, that serves as a Landmark Manifestation of Foundation/Formation of a Collective, read and you might understand / realize few things.
This is a conceptual framework for Cooperative AI and Multi-Agent Systems (MAS) more of a Ideas piece or a think piece, conceptual and inspirational in nature.
deazy · 17h ago
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.
deazy · 17h ago
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
Forging the Collective: Abstracting the Mechanism of Collective Formation, with Hindavi Swaraj as its Landmark Manifestation, for Cooperative AI Systems (AI/ASI/ALF)
This is a part of my hobby research into artificial life forms, a recent one, this is to showcase the brilliance, sophistication and surprisingly effective thing that came/occured out of India (Maharashtra) (Indigenous), in 17th Century, that everyone should know, celebrate and be proud of and be amazed by, that serves as a Landmark Manifestation of Foundation/Formation of a Collective, read and you might understand / realize few things.
This is a conceptual framework for Cooperative AI and Multi-Agent Systems (MAS) more of a Ideas piece or a think piece, conceptual and inspirational in nature.
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.
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