Table 4 Reinforcement learning yield gains and policy efficiency.

From: A quantum-driven multi-stage framework integrating variational entanglement, reinforcement learning, and federated explainability for climate-resilient farming

Model

Avg. normalized yield gain (%)

Policy convergence (Episodes)

Intervention precision (%)

Proposed model

16.2

120

89.4

[3]

9.1

210

74.6

[8]

11.4

185

79.8

[25]

12.6

163

83.2

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