S. Sofi

Adaptive Policy-Guided Error Mitigation (APGEM) is introduced, a controller that selects among Zero-Noise Extrapolation (ZNE), Probabilistic Error Cancellation (PEC), Clifford Data Regression (CDR), and Readout Error Mitigation online, driven by a fidelity, entropy, and cost aware utility function and an epsilon-greedy rule over temporal-difference Q-scores.

Classical bugs overshadow quantum-specific issues, but a rule-based framework reveals nuanced bug patterns across quantum ecosystems that could transform debugging strategies.