no code implementations • 17 Jan 2024 • Sashwat Anagolum, Narges Alavisamani, Poulami Das, Moinuddin Qureshi, Eric Kessler, Yunong Shi
Although recent Quantum Circuit Search (QCS) methods attempt to search for performant QML circuits that are also robust to hardware noise, they directly adopt designs from classical Neural Architecture Search (NAS) that are misaligned with the unique constraints of quantum hardware, resulting in high search overheads and severe performance bottlenecks.
no code implementations • 1 Dec 2023 • Ramin Ayanzadeh, Moinuddin Qureshi
We propose Skipper, a software technique that enhances the capacity and fidelity of QAs by skipping dominant chains and substituting their program qubit with two readout results.
no code implementations • 22 Nov 2023 • Ramin Ayanzadeh, Ahmad Mousavi, Narges Alavisamani, Moinuddin Qureshi
As quantum computers are expensive and hard to maintain, the typical model for performing quantum computation is to send the circuit to a quantum cloud provider.
no code implementations • 31 Oct 2022 • Ramin Ayanzadeh, Narges Alavisamani, Poulami Das, Moinuddin Qureshi
In QAOA, the problem graph is translated into a quantum circuit such that every edge corresponds to two 2-qubit CNOT operations in each layer of the circuit.
1 code implementation • CVPR 2021 • Sanjay Kariyappa, Atul Prakash, Moinuddin Qureshi
The effectiveness of such attacks relies heavily on the availability of data necessary to query the target model.