39 citations
- Istanbul Technical UniversityTR6 papers
- Purdue University West LafayetteUS6 papers
- Baku State UniversityAZ5 papers
- Doğuş UniversityTR5 papers
- Kocaeli ÜniversitesiTR5 papers
- University of TehranIR5 papers
- Middle East Technical UniversityTR4 papers
- Istanbul UniversityTR3 papers
- Ankara Bilim Üniversitesi2 papers
- Ankara UniversityTR2 papers
- Universidade Federal do Rio Grande do SulBR2 papers
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16 papers · 1 filter
Quantum RNNs and LSTMs Through Entangling and Disentangling Power of Unitary Transformations
Ammar Daskin
In this paper, we present a framework for modeling quantum recurrent neural networks (RNNs) and their enhanced version, long short-term memory (LSTM) networks using the core ideas…
Error analysis of quantum operators written as a linear combination of permutations
Ammar Daskin
In this paper, we consider matrices given as a linear combination of permutations and analyze the impact of bit and phase-flips on the perturbation of the eigenvalues. When the coe…
A unifying primary framework for quantum graph neural networks from quantum graph states
Ammar Daskin
Graph states are used to represent mathematical graphs as quantum states on quantum computers. They can be formulated through stabilizer codes or directly quantum gates and quantum…
Dimension reduction and redundancy removal through successive Schmidt decompositions
Ammar Daskin, Rishabh Gupta, Sabre Kais
Quantum computers are believed to have the ability to process huge data sizes which can be seen in machine learning applications. In these applications, the data in general is clas…
Combinatorial optimization through variational quantum power method
Ammar Daskin
The power method (or iteration) is a well-known classical technique that can be used to find the dominant eigenpair of a matrix. Here, we present a variational quantum circuit meth…
Context aware quantum simulation of a matrix stored in quantum memory
Ammar Daskin, Teng Bian, Rongxin Xia +1
In this paper a storage method and a context-aware circuit simulation idea are presented for the sum of block diagonal matrices. Using the design technique for a generalized circui…