Élivágar: Efficient Quantum Circuit Search for Classification

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.

Classification Neural Architecture Search +1

FrozenQubits: Boosting Fidelity of QAOA by Skipping Hotspot Nodes

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.

Multilevel Threshold Based Gray Scale Image Segmentation using Cuckoo Search

no code implementations • 1 Jul 2013 • Sourav Samantaa, Nilanjan Dey, Poulami Das, Suvojit Acharjee, Sheli Sinha Chaudhuri

Image Segmentation is a technique of partitioning the original image into some distinct classes.

Image Segmentation Segmentation +1