286 citations · 534 across the 36 of their papers we have counts for
7 papers · 1 filter
Dyport: Dynamic Importance-based Hypothesis Generation Benchmarking Technique
Ilya Tyagin, Ilya Safro
This paper presents a novel benchmarking framework Dyport for evaluating biomedical hypothesis generation systems. Utilizing curated datasets, our approach tests these systems unde…
QArchSearch: A Scalable Quantum Architecture Search Package
Ankit Kulshrestha, Danylo Lykov, Ilya Safro +1
The current era of quantum computing has yielded several algorithms that promise high computational efficiency. While the algorithms are sound in theory and can provide potentially…
Quantum computing for finance
Dylan Herman, Cody Googin, Xiaoyuan Liu +5
Quantum computers are expected to surpass the computational capabilities of classical computers and have a transformative impact on numerous industry sectors. We present a comprehe…
Similarity-Based Parameter Transferability in the Quantum Approximate Optimization Algorithm
Alexey Galda, Eesh Gupta, Jose Falla +4
The quantum approximate optimization algorithm (QAOA) is one of the most promising candidates for achieving quantum advantage through quantum-enhanced combinatorial optimization. A…
Decomposition Based Refinement for the Network Interdiction Problem
Krish Matta, Xiaoyuan Liu, Ilya Safro
The shortest path network interdiction (SPNI) problem poses significant computational challenges due to its NP-hardness. Current solutions, primarily based on integer programming m…
Literature-based Discovery for Landscape Planning
David Marasco, Ilya Tyagin, Justin Sybrandt +2
This project demonstrates how medical corpus hypothesis generation, a knowledge discovery field of AI, can be used to derive new research angles for landscape and urban planners. T…
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…