High-performance computing
Supercomputers and the software that runs science on them.
The United States leads high-performance computing research, with 36.3% of the 10% most cited papers published 2021–2025; China is second with 13.9%.
This field publishes its leading work largely at conferences, so this technology counts journal articles, conference papers and preprints from any source, not only core journals. A paper posted as a preprint and later published can appear twice.
Standings
Share of the 10% most cited papers, 2021–2025; 269 papers. Source: OpenAlex, pulled 18 October 2026. Method
Year by year
About 54 papers a year. Single-year moves are noise.United States
Everyone else, on a larger scale
Share of the 10% most cited papers published in each year. Source: OpenAlex, pulled 18 October 2026. Method
Inside the field
Always the top 10%PilotEach paper sorted into one sub-area by an AI model reading its title and abstract, then credited as usual. On 200 hand-labelled papers it chose the same sub-area, or a defensible second, 92% of the time.
| Sub-area | Papers | First | Second | Third |
|---|---|---|---|---|
| Supercomputer systems, processors, GPUs and interconnects | 59 | USUnited States25.5% | CNChina24.2% | ITItaly6.5% |
| Programming models, performance portability and libraries | 58 | USUnited States52.1% | CNChina7.7% | CHSwitzerland5.6% |
| Scientific simulation codes at scale (molecular, fluids, climate) | 52 | USUnited States37.7% | DEGermany14.1% | CNChina13.5% |
| Workflows, data management and AI-HPC convergence | 40 | USUnited States49.8% | DEGermany9.8% | CNChina7.5% |
| Job scheduling, energy efficiency and resource management | 36 | CNChina22.3% | USUnited States16.6% | ESSpain8.9% |
Share of each sub-area's papers in the top 10%. Source: OpenAlex, pulled 18 October 2026. Method
Earlier and recent
The same top 10%, split into 2021–2023 and 2024–2025.
Greyed rows rest on fewer than five papers of credit in one period.
Share of the 10% most cited papers: 150 papers in 2021–2023, 119 in 2024–2025. Source: OpenAlex, pulled 18 October 2026. Method
2026 so far: a different count
Not the most cited papers: every 2026 paper matched so far (769), and a paper counts in full for each country on it. This year's papers are too new to rank by citations, so these shares cannot be compared with the ones above.
- USUnited States21.3%of 2026 papers have an author here
- DEGermany14.4%of 2026 papers have an author here
- CNChina9.8%of 2026 papers have an author here
- ITItaly6.0%of 2026 papers have an author here
- GBUnited Kingdom5.3%of 2026 papers have an author here
Who cites the top papers
How much more often a country's top papers are cited from home than its size predicts. Expected is the country's share of all papers in the field; the bar is the excess, in percentage points. Home citers include authors citing their own earlier work.
Based on up to 100 of each country's most cited single-country papers in the top 10%. Source: OpenAlex, pulled 18 October 2026. Method
Behind the share
Institutions with the most credit
- 1USArgonne National LaboratoryResearch facility3.8%
- 2USOak Ridge National LaboratoryResearch facility3.3%
- 3USLawrence Berkeley National LaboratoryResearch facility3.1%
- 4CNNational University of Defense Technology3.0%
- 5ESBarcelona Supercomputing CenterResearch facility2.0%
- 6USLos Alamos National LaboratoryResearch facility1.9%
- 7USSandia National LaboratoriesResearch facility1.6%
- 8USUniversity of Tennessee at Knoxville1.5%
- 9USLawrence Livermore National LaboratoryResearch facility1.5%
- 10DEPaderborn University1.5%
Share of the top 10%. Institutions across all 45 technologies
Who does the work
| Sector | All | US | CN | DE |
|---|---|---|---|---|
| Universities | 55.8% | 35.5% | 84.0% | 48.0% |
| Research facilities | 32.0% | 50.8% | 8.7% | 49.9% |
| Companies | 5.6% | 11.8% | 1.0% | 0.5% |
| Government labs | 3.0% | 0.3% | 5.3% | 1.5% |
Share of credit by type of institution, overall and for the three leading countries.
Across borders
38.3% of the top 10% have authors in more than one country.
- DEUSGermany with United States18
- FRUSFrance with United States9
- DEFRGermany with France9
- CHUSSwitzerland with United States8
- DEESGermany with Spain8
Most frequent pairings, by number of shared papers.
The papers behind the numbers
The five most cited papers this definition catches. If one looks out of place, the definition needs work.
- LAMMPS - a flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scalesComputer Physics Communications, 2021DEUS12,434citations
- Kokkos 3: Programming Model Extensions for the Exascale EraIEEE Transactions on Parallel and Distributed Systems, 2021CHUS486citations
- The digital revolution of Earth-system scienceNature Computational Science, 2021CHGB247citations
- The targets R package: a dynamic Make-like function-oriented pipeline toolkit for reproducibility and high-performance computingThe Journal of Open Source Software, 2021US238citations
- JURECA: Data Centric and Booster Modules implementing the Modular Supercomputing Architecture at Jülich Supercomputing CentreJournal of large-scale research facilities JLSRF, 2021231citations
More in computing and ai
- Large language modelsChina leads
- Wide-bandgap semiconductorsChina leads
- AI chipsChina leads
- Advanced chip manufacturingChina leads
- CybersecurityChina leads
- Distributed ledgersChina leads
- Advanced roboticsChina leads
The most technologically advanced countries, and is China ahead of the US?
How this technology is defined
A paper counts if its title or abstract matches the search below. Articles in core journals and proceedings only; retracted papers are excluded.
"high performance computing" OR "high-performance computing" OR supercomputer OR supercomputing OR exascaleand its main topic in OpenAlex is one of: Parallel Computing and Optimization Techniques; Distributed and Parallel Computing Systems; Interconnection Networks and Systems; Scientific Computing and Data Management; Advanced Data Storage Technologies; Matrix Theory and Algorithms. The topic check removes papers that only mention the technology.
- Papers matched, 2021–2025
- 2,664
- In the top 10%
- 269
- In the top 1%
- 29
- Countries with credit
- 45
- Credit with no known country
- 4.1%
Every one of the 348 most cited papers was checked for relevance; 17 were left out as not about high-performance computing
The most cited of those left out:
- Julia for biologists48 citations
- Practical Design Considerations for Wide Locally Recoverable Codes (LRCs)45 citations
- Scalability in Computing and Robotics35 citations
- Facebook's Tectonic Filesystem: Efficiency from Exascale.30 citations
- Structure Fortification of Mixed CNT Bundle Interconnects for Nano Integrated Circuits Using Constraint-Based Particle Swarm Optimization30 citations
- The Path to a 1-Trillion-Transistor GPU: AI's Boom Demands New Chip Technology25 citations
- O-Star: An Optical Switching Architecture Featuring Mode and Wavelength-Division Multiplexing for On-Chip Many-Core Systems22 citations
- Congestion-Aware Vertical Link Placement and Application Mapping Onto 3-D Network-on-Chip Architectures21 citations
- A survey of SSD simulators and emulators13 citations
- Network-on-Chip (NoC) Applications for IoT-Enabled Chip Systems: Latest Designs and Modern Applications10 citations
- Improved Vectorization of OpenCV Algorithms for RISC-V CPUs10 citations
- Machine learning-driven performance assessment of network-on-chip architectures8 citations
Definition version 0.5, pilot. It is a plain text file: copy it, change it, rerun it.