Context-Aware Error Mitigation Orchestration for Hybrid Quantum Reinforcement Learning on NISQ Systems
The framework introduces Adaptive Policy-Guided Error Mitigation (APGEM), a context-aware layer for Hybrid Quantum Reinforcement Learning on noisy quantum computers. APGEM dynamically selects the best error mitigation strategy online based on the current training state, improving performance and noise robustness significantly compared to using fixed mitigation techniques.