Learned Cooperation: from Defection to Cooperation
This section is organized around your central motto:
The Nature and Nurture of Cooperation
Here we focus on the nurture side: how cooperation can emerge from learning.
Why start with defection?
Cooperation is non-trivial. In many strategic settings, selfish behavior is the local default. So the right starting point is:
- first explain why defection is often rational at first glance,
- then show when repeated interaction can change that logic,
- then test whether agents can discover that transition through learning.
Logical Path for This Section
- Prisoner's Dilemma (one-shot): defection as baseline
- Iterated Prisoner's Dilemma: when reciprocity can become rational
- Bridge via MARL: solving the iterated game with independent PPO
- General learned-cooperation theory in ecological systems
What This Gives You
By following this order, the reader sees:
- why cooperation is difficult,
- why repetition matters,
- how MARL can operationalize that theory,
- and where learned cooperation is stable vs fragile.
Go Further Toward Cooperation
After this section, there are three natural directions:
- Toward broader social cooperation: Cooperation (Social Behavior)
- Toward inherited cooperation (nature): Selected Cooperation Theory
- Toward the bridge between both: Learning-Selection Interaction Theory