Silly rules improve the capacity of agents to learn stable enforcement and compliance behaviors

01/25/2020
by   Raphael Koster, et al.
0

How can societies learn to enforce and comply with social norms? Here we investigate the learning dynamics and emergence of compliance and enforcement of social norms in a foraging game, implemented in a multi-agent reinforcement learning setting. In this spatiotemporally extended game, individuals are incentivized to implement complex berry-foraging policies and punish transgressions against social taboos covering specific berry types. We show that agents benefit when eating poisonous berries is taboo, meaning the behavior is punished by other agents, as this helps overcome a credit-assignment problem in discovering delayed health effects. Critically, however, we also show that introducing an additional taboo, which results in punishment for eating a harmless berry, improves the rate and stability with which agents learn to punish taboo violations and comply with taboos. Counterintuitively, our results show that an arbitrary taboo (a "silly rule") can enhance social learning dynamics and achieve better outcomes in the middle stages of learning. We discuss the results in the context of studying normativity as a group-level emergent phenomenon.

READ FULL TEXT
research
05/19/2023

Understanding the World to Solve Social Dilemmas Using Multi-Agent Reinforcement Learning

Social dilemmas are situations where groups of individuals can benefit f...
research
06/16/2021

A learning agent that acquires social norms from public sanctions in decentralized multi-agent settings

Society is characterized by the presence of a variety of social norms: c...
research
03/30/2021

Stability and Control of Chaplygin Beanies Coupled to a Platform through Nonholonomic Constraints

Many multi-agent systems in nature are comprised of agents that interact...
research
07/07/2023

Specification, Validation and Verification of Social, Legal, Ethical, Empathetic and Cultural Requirements for Autonomous Agents

Autonomous agents are increasingly being proposed for use in healthcare,...
research
10/24/2022

Social norms of fairness with reputation-based role assignment in the dictator game

A vast body of experiments share the view that social norms are major fa...
research
03/25/2020

Norms and Sanctions as a Basis for Promoting Cybersecurity Practices

Many cybersecurity breaches occur due to users not following good cybers...

Please sign up or login with your details

Forgot password? Click here to reset