84 citations · 296 across the 19 of their papers we have counts for
22 papers
Neural Architecture Search Algorithms for Quantum Autoencoders
Ankit Kulshrestha, Xiaoyuan Liu, Hayato Ushijima-Mwesigwa +1
The design of quantum circuits is currently driven by the specific objectives of the quantum algorithm in question. This approach thus relies on a significant manual effort by the…
PrecipDiff: Leveraging image diffusion models to enhance satellite-based precipitation observations
Ting-Yu Dai, Hayato Ushijima-Mwesigwa
A recent report from the World Meteorological Organization (WMO) highlights that water-related disasters have caused the highest human losses among natural disasters over the past…
QAdaPrune: Adaptive Parameter Pruning For Training Variational Quantum Circuits
Ankit Kulshrestha, Xiaoyuan Liu, Hayato Ushijima-Mwesigwa +2
In the present noisy intermediate scale quantum computing era, there is a critical need to devise methods for the efficient implementation of gate-based variational quantum circuit…
Learning To Optimize Quantum Neural Network Without Gradients
Ankit Kulshrestha, Xiaoyuan Liu, Hayato Ushijima-Mwesigwa +1
Quantum Machine Learning is an emerging sub-field in machine learning where one of the goals is to perform pattern recognition tasks by encoding data into quantum states. This exte…
Towards Practical Explainability with Cluster Descriptors
Xiaoyuan Liu, Ilya Tyagin, Hayato Ushijima-Mwesigwa +2
With the rapid development of machine learning, improving its explainability has become a crucial research goal. We study the problem of making the clusters more explainable by inv…
Partitioning Dense Graphs with Hardware Accelerators
Xiaoyuan Liu, Hayato Ushijima-Mwesigwa, Indradeep Ghosh +1
Graph partitioning is a fundamental combinatorial optimization problem that attracts a lot of attention from theoreticians and practitioners due to its broad applications. From mul…
Effective electromagnetic actions for Lorentz violating theories exhibiting the axial anomaly
A. Gómez, A. Martín-Ruiz, L. F. Urrutia
The CPT odd contribution to the effective electromagnetic action deriving from the vacuum polarization tensor in a large class of fermionic systems exhibiting Lorentz invariance vi…
Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware
Pouya Rezazadeh Kalehbasti, Hayato Ushijima-Mwesigwa, Avradip Mandal +1
Recent advances in specialized hardware for solving optimization problems such quantum computers, quantum annealers, and CMOS annealers give rise to new ways for solving real-word…
Binary matrix factorization on special purpose hardware
Osman Asif Malik, Hayato Ushijima-Mwesigwa, Arnab Roy +2
Many fundamental problems in data mining can be reduced to one or more NP-hard combinatorial optimization problems. Recent advances in novel technologies such as quantum and quantu…
Ising-based Consensus Clustering on Specialized Hardware
Eldan Cohen, Avradip Mandal, Hayato Ushijima-Mwesigwa +1
The emergence of specialized optimization hardware such as CMOS annealers and adiabatic quantum computers carries the promise of solving hard combinatorial optimization problems mo…
Compressed Quadratization of Higher Order Binary Optimization Problems
Avradip Mandal, Arnab Roy, Sarvagya Upadhyay +1
Recent hardware advances in quantum and quantum-inspired annealers promise substantial speedup for solving NP-hard combinatorial optimization problems compared to general-purpose c…
Leveraging Special-Purpose Hardware for Local Search Heuristics
Xiaoyuan Liu, Hayato Ushijima-Mwesigwa, Avradip Mandal +3
As we approach the physical limits predicted by Moore's law, a variety of specialized hardware is emerging to tackle specialized tasks in different domains. Within combinatorial op…
Multilevel Combinatorial Optimization Across Quantum Architectures
Hayato Ushijima-Mwesigwa, Ruslan Shaydulin, Christian F. A. Negre +3
Emerging quantum processors provide an opportunity to explore new approaches for solving traditional problems in the post Moore's law supercomputing era. However, the limited numbe…
Centralities for Networks with Consumable Resources
Hayato Ushijima-Mwesigwa, Zadid Khan, Mashrur A. Chowdhury +1
Identification of influential nodes is an important step in understanding and controlling the dynamics of information, traffic and spreading processes in networks. As a result, a n…
Multilevel Graph Partitioning for Three-Dimensional Discrete Fracture Network Flow Simulations
Hayato Ushijima-Mwesigwa, Jeffrey D. Hyman, Aric Hagberg +5
We present a topology-based method for mesh-partitioning in three-dimensional discrete fracture network (DFN) simulations that take advantage of the intrinsic multi-level nature of…
Detecting Multiple Communities Using Quantum Annealing on the D-Wave System
Christian F. A. Negre, Hayato Ushijima-Mwesigwa, Susan M. Mniszewski
A very important problem in combinatorial optimization is partitioning a network into communities of densely connected nodes; where the connectivity between nodes inside a particul…
Network Community Detection On Small Quantum Computers
Ruslan Shaydulin, Hayato Ushijima-Mwesigwa, Ilya Safro +2
In recent years a number of quantum computing devices with small numbers of qubits became available. We present a hybrid quantum local search (QLS) approach that combines a classic…
Community Detection Across Emerging Quantum Architectures
Ruslan Shaydulin, Hayato Ushijima-Mwesigwa, Ilya Safro +2
One of the roadmap plans for quantum computers is an integration within HPC ecosystems assigning them a role of accelerators for a variety of computationally hard tasks. However, i…
Utility Maximization Framework for Opportunistic Wireless Electric Vehicle Charging
MD Zadid Khan, Mashrur Chowdhury, Sakib Mahmud Khan +2
This is an extended abstract, it has no separate abstract section
Graph Partitioning using Quantum Annealing on the D-Wave System
Hayato Ushijima-Mwesigwa, Christian F. A. Negre, Susan M. Mniszewski
In this work, we explore graph partitioning (GP) using quantum annealing on the D-Wave 2X machine. Motivated by a recently proposed graph-based electronic structure theory applied…
Optimal Installation for Electric Vehicle Wireless Charging Lanes
Hayato Ushijima-Mwesigwa, MD Zadid Khan, Mashrur A Chowdhury +1
Range anxiety, the persistent worry about not having enough battery power to complete a trip, remains one of the major obstacles to widespread electric-vehicle adoption. As cities…
What Moser Could Have Asked: Counting Hamilton Cycles in Tournaments
Neil J. Calkin, Beth Novick, Hayato Ushijima-Mwesigwa
Moser asked for a construction of explicit tournaments on vertices having at least Hamilton cycles. We show that he could have asked for rather more.