Nice Invincible Strategy for the Average-Payoff IPD
Authors: Shiheng Wang, Fangzhen Lin2268-2275
AAAI 2020 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Our experiments show that this is also the case for some invincible strategies that are neither nice nor extortionate. |
| Researcher Affiliation | Collaboration | Shiheng Wang,1 Fangzhen Lin2 2HKUST-Xiaoi Robot Joint Lab 1,2Department of Computer Science and Engineering 1,2The Hong Kong University of Science and Technology swangbv@cse.ust.hk, flin@cs.ust.hk |
| Pseudocode | No | The paper does not contain structured pseudocode or algorithm blocks. |
| Open Source Code | No | The paper mentions using "The Axelrod python library (Knight et al. 2016)" but does not provide concrete access to its own source code for the methodology described. |
| Open Datasets | No | The paper deals with game theory simulations (Iterated Prisoner's Dilemma) rather than traditional machine learning datasets that are explicitly made publicly available for training models. There is no mention of a 'dataset' in the conventional sense that would fit the criteria for public access. |
| Dataset Splits | No | The paper describes simulations of game theory strategies and does not involve training/validation/test splits of a dataset in the context of typical machine learning experiments. |
| Hardware Specification | No | The paper does not provide specific hardware details (e.g., GPU/CPU models, memory) used for running its experiments. |
| Software Dependencies | No | The paper mentions "The Axelrod python library (Knight et al. 2016)" but does not provide specific version numbers for this library or any other software dependencies. |
| Experiment Setup | Yes | The population begins with cooperative strategy Win Stay-Lose-Shift and defective strategy Always Defect. After 70 iterations, defective strategies dominates this population. (b) After adding agents of the invincible strategy (0.9, 0.7, 0.2, 0), defectors are firstly eliminated, followed by invincible strategies. Cooperative strategy becomes the stable outcome. |