Author

S. Sofi

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Review Oct 2026

A Data-Centric Review of Plant Disease Datasets: Taxonomy, Critical Analysis, Environmental Variability, and Implications for Precision Agriculture

Despite rapid advances in artificial intelligence, reliable real-world plant disease detection remains a persistent challenge. Visual and deep learning approaches have shown promising results, but their deployment under field conditions remains limited. A key bottleneck is the reliance on laboratory-generated datasets...

Aamir Hilal, S. Sofi, Neeraj Goel · 0 citations

#artificial intelligence Preprint Sep 2026

APGEM: Adaptive Policy-Guided Error Mitigation for Quantum Reinforcement Learning on a Real-World CVRP Case Study

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...

S. Sofi, Bisma Majid, Mir Mohammad Yousuf · 1 citation