noise-mitigation

Noise-aware ML pipeline for large-scale agricultural yield prediction using PySpark and LightGBM, with feature and label noise simulation, mitigation, and distributed training.

Runtime-aware QAOA benchmark for constrained J1-J2 Ising ground-state search on NISQ hardware.

Topological Noise Profiling for Superconducting Processors

Noise-aware QAOA benchmarks for Max-Cut with mitigation experiments