Formalizing the Boundary Between Strategic and Nonstrategic Reasoning

12/30/2018
by   James R. Wright, et al.
0

Research in multiagent systems often does not draw a clear distinction between strategic behavior and other forms of intentional (e.g., boundedly rational) action, which are broadly lumped under the term "nonstrategic". If we are already confident that all agents in a system are perfectly rational, as often envisioned by game theory, this issue may not be important. But in reality---particularly when modeling human behavior---it would be helpful to base these concepts on a firmer foundation. Notably, some of the most prominent models of human behavior in multiagent systems (level-k and cognitive hierarchy models) rely crucially on an explicit distinction between the behavior of nonstrategic level-0 agents and strategic higher-level agents. However, even work that uses these models typically fails to formally characterize what is meant by nonstrategic behavior; instead, authors single out specific decision rules that they informally assert to be nonstrategic (e.g., truthfully revealing private information, uniformly randomizing over actions, etc.). In this work, we give an explicit definition of the distinction between strategic and nonstrategic behavior. Our main contribution is a formal mathematical criterion, dubbed an elementary agent model, that is general enough to capture all of the nonstrategic decision rules of which we are aware in the literature. We prove that rules that satisfy this criterion are distinct from strategic behavior in a precise sense. Remarkably, several special cases of Nash equilibrium which are known to be computationally easy also turn out to satisfy this criterion.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/30/2018

A Formal Separation Between Strategic and Nonstrategic Behavior

It is common to make a distinction between `strategic' behavior and othe...
research
07/11/2023

A Theory of Bounded Inductive Rationality

The dominant theories of rational choice assume logical omniscience. Tha...
research
03/26/2021

Evolutionary Strategies with Analogy Partitions in p-guessing Games

In Keynesian Beauty Contests notably modeled by p-guessing games, player...
research
08/12/2022

Non-strategic Structural Inference (for Initial Play)

We adapt behavioral models developed for predicting human behavior to th...
research
08/20/2022

Strategic Communication with Cost-Dependent Decoders via the Gray-Wyner Network

In decentralized decision-making problems, communicating agents choose t...
research
06/24/2021

Alternative Microfoundations for Strategic Classification

When reasoning about strategic behavior in a machine learning context it...
research
07/25/2023

Strategic Play By Resource-Bounded Agents in Security Games

Many studies have shown that humans are "predictably irrational": they d...

Please sign up or login with your details

Forgot password? Click here to reset