Evidence map›Paper›PMID 39935455›Full record

ArticleiScience2025

Cooperative evolution with reward-based heterogeneous tax in spatial public goods games.

Li Yue, Huizhen Zhang, Yueyu Sun, Tianbo An, Jingrui Wang

Abstract read
In one paragraph

Article in iScience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Li YueSchool of Computer Science and Technology, Changchun University, Changchun 130022, China.
Huizhen ZhangSchool of Computer Science and Technology, Changchun University, Changchun 130022, China.
Yueyu SunSchool of Information Science And Engineering, Chongqing Jiaotong University, Chongqing 400074, China.
Tianbo AnSchool of Computer Science and Technology, Changchun University, Changchun 130022, China.
Jingrui WangSchool of Cyberspace, Hangzhou Dianzi University, Hangzhou 310018, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In recent years, incorporating tax mechanisms into evolutionary game theory has become a popular research focus. However, previous studies often failed to simultaneously consider the coexistence of heterogeneity in tax collection and distribution. In this article, we introduce a heterogeneous tax mechanism and apply it to the reward model of the traditional public goods game. Surprisingly, changes in reward costs have little impact on defectors, primarily influencing competition within cooperative strategies. We explain the reason for this phenomenon through the individual's strategy transfer probabilities. Another important finding is that rewarding cooperators is always available despite their number being few at lower tax rates. It is because when rewarding cooperators face unfavorable situations, global tax becomes a key factor in maintaining their survival. Finally, the robustness of the model is verified.

Indexed as

Computer scienceSocial sciences

Identifiers

PMID39935455
PMCPMC11810831

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.