Om Rathod

Evaluating Quantum Advantage in Noisy Machine Learning: A Survey of Hardware Degradation, Mitigation Overhead, and Algorithmic Resilienc

Variational Quantum Algorithms (VQAs) and Quantum Neural Networks (QNNs) represent the primary frontier for near-term quantum advantage. However, physical noise channels on Noisy Intermediate-Scale Quantum (NISQ) devices severely degrade classification accuracy and deform optimiz...

Evaluating Quantum Advantage in Noisy Machine Learning: A Survey of Hardware Degradation, Mitigation Overhead, and Algorithmic Resilienc

Variational Quantum Algorithms (VQAs) and Quantum Neural Networks (QNNs) represent the primary frontier for near-term quantum advantage. However, physical noise channels on Noisy Intermediate-Scale Quantum (NISQ) devices severely degrade classification accuracy and deform optimiz...