activity
20162026
most citedReinforcement Learning Produces Dominant Strategies for the Iterated Prisoner's Dilemma

57 citations · 97 across the 11 of their papers we have counts for

collaborators
Showing cs.GTShow all

9 papers · 1 filter

cs.GT2026

Characterisation of reactive Nash equilibria in repeated additive games

Franziska Lesigang, Christian Hilbe, Nikoleta E. Glynatsi

In this paper, we study reactive strategies in repeated additive games between two players with finitely many actions. Reactive strategies condition only on the opponent's previous…

cs.GT2025

Reviving, reproducing, and revisiting Axelrod's second tournament

Vincent Knight, Owen Campbell, Marc Harper +2

Direct reciprocity, typically studied using the Iterated Prisoner's Dilemma (IPD), is central to understanding how cooperation evolves. In the 1980s, Robert Axelrod organized two i…

cs.GT2024

Conditional cooperation with longer memory

Nikoleta E. Glynatsi, Martin A. Nowak, Christian Hilbe

Direct reciprocity is a wide-spread mechanism for evolution of cooperation. In repeated interactions, players can condition their behavior on previous outcomes. A well known approa…

cs.GT2020★ 3 cited

Properties of Winning Iterated Prisoner's Dilemma Strategies

Nikoleta E. Glynatsi, Vincent Knight, Marc Harper

Researchers have explored the performance of Iterated Prisoner's Dilemma strategies for decades, from the celebrated performance of Tit for Tat to the introduction of the zero-dete…

cs.GT2019

Using a theory of mind to find best responses to memory-one strategies

Nikoleta E. Glynatsi, Vincent A. Knight

Memory-one strategies are a set of Iterated Prisoner's Dilemma strategies that have been praised for their mathematical tractability and performance against single opponents. This…

cs.GT2019★ 3 cited

Recognising and evaluating the effectiveness of extortion in the Iterated Prisoner's Dilemma

Vincent A. Knight, Marc Harper, Nikoleta E. Glynatsi +1

Since the introduction of zero-determinant strategies, extortionate strategies have received considerable interest. While an interesting class of strategies, the definitions of ext…

cs.GT2017★ 17 cited

Evolution Reinforces Cooperation with the Emergence of Self-Recognition Mechanisms: an empirical study of the Moran process for the iterated Prisoner's dilemma

Vincent Knight, Marc Harper, Nikoleta E. Glynatsi +1

We present insights and empirical results from an extensive numerical study of the evolutionary dynamics of the iterated prisoner's dilemma. Fixation probabilities for Moran proces…

cs.GT2017★ 57 cited

Reinforcement Learning Produces Dominant Strategies for the Iterated Prisoner's Dilemma

Marc Harper, Vincent Knight, Martin Jones +3

We present tournament results and several powerful strategies for the Iterated Prisoner's Dilemma created using reinforcement learning techniques (evolutionary and particle swarm a…

cs.GT2016★ 16 cited

An open reproducible framework for the study of the iterated prisoner's dilemma

Vincent Knight, Owen Campbell, Marc Harper +19

The Axelrod library is an open source Python package that allows for reproducible game theoretic research into the Iterated Prisoner's Dilemma. This area of research began in the 1…