Top Research Papers on Computer Science
Dive into our curated list of the top research papers on Computer Science. Discover groundbreaking studies that are shaping the future of technology. Whether you're a student, educator, or professional, these papers are essential reading for anyone interested in the latest advancements and theories in the field.
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Computational Social Science and Sociology
269 Citations 2020S. Kellogg, Tom Wolff, Danielle Montagne + 1 more
Annual Review of Sociology
The evolution of this field within sociology is reviewed via bibliometric analysis and in-depth analysis of the following subfields where this new work is appearing most rapidly, revealing that sociologists are not only at the center of cutting-edge research that addresses longstanding questions about human behavior but also developing new lines of inquiry about digital spaces.
Computational social science: Obstacles and opportunities
384 Citations 2020David Lazer, Alex Pentland, Duncan J. Watts + 12 more
Science
Data sharing, research ethics, and incentives must improve
JUCS - Journal of Universal Computer Science
194 Citations 2020Davide Anguita
CINECA IRIS Institutial research information system (University of Pisa)
In this paper we propose a novel energy efficient approach for the recog- nition of human activities using smartphones as wearable sensing devices, targeting assisted living applications such as remote patient activity monitoring for the disabled and the elderly. The method exploits fixed-point arithmetic to propose a modified multiclass Support Vector Machine (SVM) learning algorithm, allowing to better pre- serve the smartphone battery lifetime with respect to the conventional floating-point based formulation while maintaining comparable system accuracy levels. Experiments show comparative r...
Quantum computing at the frontiers of biological sciences
123 Citations 2021Prashant S. Emani, Jonathan Warrell, Alan Anticevic + 14 more
Nature Methods
The potential for quantum computing to aid in the merging of insights across different areas of biological sciences is discussed.
Integrating explanation and prediction in computational social science
334 Citations 2021Jake M. Hofman, Duncan J. Watts, Susan Athey + 9 more
Nature
The goal of this Perspective is to provide some clarity around how computational social scientists' approaches to prediction and explanation differ from one another and to propose how they might be productively integrated.
X-ray computed tomography in life sciences
163 Citations 2020Shelley D. Rawson, Jekaterina Maksimcuka, Philip J. Withers + 1 more
BMC Biology
The new capabilities within the field of life sciences imaging are reviewed, and how future developments in this field could further benefit the life sciences community is considered.
Materials Cloud, a platform for open computational science
351 Citations 2020Leopold Talirz, Snehal Kumbhar, Elsa Passaro + 17 more
Scientific Data
The infrastructure is agnostic to the specific simulation codes used and can support diverse applications in computational science that transcend its initial materials domain.
Materials Cloud, a platform for open computational science
355 Citations 2020Leopold Talirz, Snehal Kumbhar, Elsa Passaro + 17 more
Repository for Publications and Research Data (ETH Zurich)
Materials Cloud is a platform designed to enable open and seamless sharing of resources for computational science, driven by applications in materials modelling. It hosts (1) archival and dissemination services for raw and curated data, together with their provenance graph, (2) modelling services and virtual machines, (3) tools for data analytics, and pre-/post-processing, and (4) educational materials. Data is citable and archived persistently, providing a comprehensive embodiment of entire simulation pipelines (calculations performed, codes used, data generated) in the form of graphs that al...
Threats of a replication crisis in empirical computer science
146 Citations 2020Andy Cockburn, Pierre Dragicevic, Lonni Besançon + 1 more
Communications of the ACM
Research replication only works if there is confidence built into the results, and the results should be confidence-based.
Frontera: The Evolution of Leadership Computing at the National Science Foundation
163 Citations 2020Dan Stanzione, John E. West, R. T. Evans + 3 more
Practice and Experience in Advanced Research Computing
Debuting as the fifth largest supercomputer in the world, Frontera represents a robust and well-balanced HPC system designed to enable large-scale, productive science on day one of operations.
Automated Assessment in Computer Science Education: A State-of-the-Art Review
218 Citations 2022José Carlos Paiva, José Paulo Leal, Álvaro Figueira
ACM Transactions on Computing Education
This work surveys the state of the art in the automated assessment of CS assignments, focusing on the supported types of exercises, security measures adopted, testing techniques used, type of feedback produced, and the information they offer the teacher to understand and optimize learning.
A critical review of literature on “unplugged” pedagogies in K-12 computer science and computational thinking education
132 Citations 2020Wendy Huang, Chee‐Kit Looi
Computer Science Education
This review considers how research findings on unplugged pedagogies might advance CS/CT education priorities, while highlighting areas of unknown and tension, and proposed 10 research questions that fill key gaps to support efforts that provide just access to quality CS/ CT education.
The imperative of physics-based modeling and inverse theory in computational science
117 Citations 2021Karen Willcox, Omar Ghattas, Patrick Heimbach
Nature Computational Science
Inverse theory provides a crucial perspective for addressing the challenges of ill-posedness, uncertainty, nonlinearity and under-sampling in large-scale complex systems.
Can Large Language Models Transform Computational Social Science?
370 Citations 2023Caleb Ziems, William A. Held, Omar Ahmed Shaikh + 3 more
Computational Linguistics
It is concluded that the performance of today’s LLMs can augment the CSS research pipeline in two ways: serving as zero-shot data annotators on human annotation teams, and bootstrapping challenging creative generation tasks (e.g., explaining the underlying attributes of a text).
Perspective on integrating machine learning into computational chemistry and materials science
184 Citations 2021Julia Westermayr, Michael Gastegger, Kristof T. Schütt + 1 more
The Journal of Chemical Physics
An overview of how atomistic computational modeling is being transformed by the incorporation of ML approaches is provided and how common workflows to predict structure, dynamics, and spectroscopy are affected by ML is assessed.
Image Analysis and Computer Vision Applications in Animal Sciences: An Overview
136 Citations 2020Arthur Fernandes, J.R.R. Dórea, Guilherme J. M. Rosa
Frontiers in Veterinary Science
This review intends to present significant developments that have been made in CVS applications in animal and veterinary sciences and to highlight areas in which further research is still needed before full deployment of CVS in breeding programs and commercial farms.
Computational insights of double perovskite X2CaCdH6 (X = Rb and Cs) hydride materials for hydrogen storage applications: A DFT analysis
118 Citations 2024Waqar Azeem, Shoukat Hussain, Muhammad Khuram Shahzad + 7 more
International Journal of Hydrogen Energy
Perovskite materials play a backbone role in materials science to investigate various applications including photocatalytic, photovoltaic, and hydrogen storage. Hydrogen storage is a modern technique to fulfill energy consumption and demands. We inspect the structural, hydrogen, electronic, optical, and thermodynamic properties of X2CaCdH6 (X = Rb and Cs) perovskite substances for hydrogen (H2) storage applications. The research shows substances have 225 Fm3m cubic natures and 40 atoms. The formation and cohesive energies of the examined structures show that X2CaCdH6 (X = Rb and Cs) substances...
The Best Practice of Teach Computer Science Students to Use Paper Prototyping
161 Citations 2021Dave Miller
International Journal of Technology Innovation and Management (IJTIM)
This article explains how to teach rapidly and successfully CS students about "fit," a Human-Computer Interaction (HCI) concept, and provides extensive step-by-step directions for planning, setting up, and presenting the exercise.
How computational modeling can force theory building in psychological science
172 Citations 2020Olivia Guest, Andrea E. Martin
journal unavailable
Psychology endeavors to develop theories of human capacities and behaviors based on a variety of methodologies and dependent measures. We argue that one of the most divisive factors in our field is whether researchers choose to employ computational modeling of theories (over and above data) during the scientific inference process. Modeling is undervalued, yet holds promise for advancing psychological science. The inherent demands of computational modeling guide us towards better science by forcing us to conceptually analyze, specify, and formalise intuitions which otherwise remain unexamined —...
How Computational Modeling Can Force Theory Building in Psychological Science
419 Citations 2021Olivia Guest, Andrea E. Martin
Perspectives on Psychological Science
This work argues that one of the most divisive factors in psychological science is whether researchers choose to use computational modeling of theories over and above data during the scientific-inference process, and presents scientific inference in psychology as a path function in which each step shapes the next.