Deception in Finitely Repeated Security Games
Authors: Thanh H. Nguyen, Yongzhao Wang, Arunesh Sinha, Michael P. Wellman2133-2140
AAAI 2019 | Conference PDF | Archive PDF | Plain Text | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | Computational experiments illuminate conditions conducive to strategic deception, and quantify benefits to the attacker. Finally, we present a detailed experimental analysis of strategic deception, showing how various game factors affect the tendency for the attacker to deviate from myopic best responses to mislead the defender. |
| Researcher Affiliation | Academia | 1University of Oregon, thanhhng@cs.uoregon.edu 2University of Michigan, {wangyzh,arunesh,wellman}@umich.edu |
| Pseudocode | No | The paper does not contain structured pseudocode or algorithm blocks. |
| Open Source Code | No | The paper does not provide concrete access to source code for the methodology described. |
| Open Datasets | No | In our experiments, the players rewards and penalties are generated uniformly at random in the range [1, 10] and [ -10, -1] respectively. |
| Dataset Splits | No | The paper describes generating game instances randomly for experiments but does not provide specific dataset split information (e.g., train/validation/test percentages or counts) for reproduction. |
| 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 does not provide specific ancillary software details with version numbers. |
| Experiment Setup | Yes | In our experiments, the players rewards and penalties are generated uniformly at random in the range [1, 10] and [ -10, -1] respectively. We analyze games with number of attacker types: |Λ| = 2, number of targets: |N| {4, 6, 8, 10, 12}, and number of time steps |T| {2, 3}. In our third experiment, we vary the number of defender resources in 2-step games with 2 attacker types. |