3 papers
cs.LG2025
GradID: Adversarial Detection via Intrinsic Dimensionality of Gradients
Mohammad Mahdi Razmjoo, Mohammad Mahdi Sharifian, Saeed Bagheri Shouraki
Despite their remarkable performance, deep neural networks exhibit a critical vulnerability: small, often imperceptible, adversarial perturbations can lead to drastically altered m…
quant-ph2025
Hybrid Boson Sampling-Neural Network Architecture for Enhanced Classification
Mohammad Sharifian, Abolfazl Bayat
Demonstration of quantum advantage for classical machine learning tasks remains a central goal for quantum technologies and artificial intelligence. Two major bottlenecks to this g…
gr-qc2025
Exploring gravitational impulse via quantum Boltzmann equation
Mohammad Sharifian, Moslem Zarei, Nicola Bartolo +1
We investigate the gravitational impulse by using the generalized formulation of the quantum Boltzmann equation (QBE), wherein the initial states are taken as wave packets rather t…