Mohsen Heidari

activity

20162026

most citedHow to Compute Modulo Prime-Power Sums

5 citations · 13 across the 27 of their papers we have counts for

collaborators

Showing 2021Show all

3 papers · 1 filter

quant-ph2021

A Theoretical Framework for Learning from Quantum Data

Mohsen Heidari, Arun Padakandla, Wojciech Szpankowski

Over decades traditional information theory of source and channel coding advances toward learning and effective extraction of information from data. We propose to go one step furth…

cs.LG2021

On Agnostic PAC Learning using $L_{2}$ -polynomial Regression and Fourier-based Algorithms

Mohsen Heidari, Wojciech Szpankowski

We develop a framework using Hilbert spaces as a proxy to analyze PAC learning problems with structural properties. We consider a joint Hilbert space incorporating the relation bet…

quant-ph2021

Learning k-qubit Quantum Operators via Pauli Decomposition

Mohsen Heidari, Wojciech Szpankowski

Motivated by the limited qubit capacity of current quantum systems, we study the quantum sample complexity of $k$ -qubit quantum operators, i.e., operations applicable on only $k$ o…

A Theoretical Framework for Learning from Quantum Data

On Agnostic PAC Learning using L2​-polynomial Regression and Fourier-based Algorithms

Learning k-qubit Quantum Operators via Pauli Decomposition

On Agnostic PAC Learning using $L_{2}$ -polynomial Regression and Fourier-based Algorithms