A fairness-aware meta-learning approach for real-time risk offloading decision optimization in digital trade ecosystems
This study addresses the critical efficiency-equity trade-off in multi-channel digital trade ecosystems by proposing a fairness-aware meta-learning decision optimization framework for real-time risk offloading under demand shocks. Grounded in the Soft Actor-Critic architecture with composite fairness metrics (Jain inde...