103 citations · 361 across the 39 of their papers we have counts for
5 papers · 1 filter
Powerful Quantum Circuit Resizing with Resource Efficient Synthesis
Siyuan Niu, Akel Hashim, Costin Iancu +2
In the noisy intermediate-scale quantum era, mid-circuit measurement and reset operations facilitate novel circuit optimization strategies by reducing a circuit's qubit count in a…
QFactor: A Domain-Specific Optimizer for Quantum Circuit Instantiation
Alon Kukliansky, Ed Younis, Lukasz Cincio +1
We introduce a domain-specific algorithm for numerical optimization operations used by quantum circuit instantiation, synthesis, and compilation methods. QFactor uses a tensor netw…
Improving Quantum Circuit Synthesis with Machine Learning
Mathias Weiden, Ed Younis, Justin Kalloor +2
In the Noisy Intermediate Scale Quantum (NISQ) era, finding implementations of quantum algorithms that minimize the number of expensive and error prone multi-qubit gates is vital t…
SlimFit: Memory-Efficient Fine-Tuning of Transformer-based Models Using Training Dynamics
Arash Ardakani, Altan Haan, Shangyin Tan +4
Transformer-based models, such as BERT and ViT, have achieved state-of-the-art results across different natural language processing (NLP) and computer vision (CV) tasks. However, t…
Tackling the Qubit Mapping Problem with Permutation-Aware Synthesis
Ji Liu, Ed Younis, Mathias Weiden +3
We propose a novel hierarchical qubit mapping and routing algorithm. First, a circuit is decomposed into blocks that span an identical number of qubits. In the second stage permuta…