Fig 1.
Technical architecture diagram.
Table 1.
Comparison with prior models.
Fig 2.
Value-based Nash equilibrium ladder diagram.
Table 2.
Algorithm Steps.
Table 3.
Distribution of user personas characteristics in universities (N = 15,600).
Fig 3.
Distribution of political status.
Fig 4.
Distribution of disciplines.
Table 4.
Content Pool Label System and Distribution (N = 12,340).
Table 5.
Parameter Configuration Table.
Fig 5.
Historical weights.
Fig 6.
Party history knowledge.
Table 6.
Decomposition of contributions from dual paths.
Fig 7.
Evolution of VSIs compliance rate.
Table 7.
Parameter sensitivity analysis.
Table 8.
User behavior migration path.
Fig 8.
Parameter sensitivity.
Fig 9.
Negative content.
Fig 10.
Red resource sharing.
Table 9.
Decomposition of dual-path contribution.
Fig 11.
VSI Route distribution.
Fig 12.
Dual-path collaboration.
Table 10.
Parameter Sensitivity Matrix.
Table 11.
Comparative evaluation of DP-MARL against representative baseline methods.
Fig 13.
VSI Improved comparison.