5 citations · 13 across the 27 of their papers we have counts for
3 papers · 1 filter
Quantum Shadow Gradient Descent for Variational Quantum Algorithms
Mohsen Heidari, Mobasshir A Naved, Zahra Honjani +3
Gradient-based optimizers have been proposed for training variational quantum circuits in settings such as quantum neural networks (QNNs). The task of gradient estimation, however,…
On The Reliability Function of Discrete Memoryless Multiple-Access Channel with Feedback
Mohsen Heidari, Achilleas Anastasopoulos, S. Sandeep Pradhan
The reliability function of a channel is the maximum achievable exponential rate of decay of the error probability as a function of the transmission rate. In this work, we derive b…
Agnostic PAC Learning of k-juntas Using L2-Polynomial Regression
Mohsen Heidari, Wojciech Szpankowski
Many conventional learning algorithms rely on loss functions other than the natural 0-1 loss for computational efficiency and theoretical tractability. Among them are approaches ba…