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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.

US
FirstUnited States36.3%
CN
SecondChina13.9%
2.6×lead, by share of the 10% most cited papers, 2021–2025

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

0204060% United States 22.4%

Everyone else, on a larger scale

01020% 20212022202320242025 China 16.4%Germany 11.7%Spain 6.2%Italy 4.8%France 4.0%

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%Pilot

Each 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-areaPapersFirstSecondThird
Supercomputer systems, processors, GPUs and interconnects59USUnited States25.5%CNChina24.2%ITItaly6.5%
Programming models, performance portability and libraries58USUnited States52.1%CNChina7.7%CHSwitzerland5.6%
Scientific simulation codes at scale (molecular, fluids, climate)52USUnited States37.7%DEGermany14.1%CNChina13.5%
Workflows, data management and AI-HPC convergence40USUnited States49.8%DEGermany9.8%CNChina7.5%
Job scheduling, energy efficiency and resource management36CNChina22.3%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.

FallingRising2021–20232024–2025Change
USUnited States 39.5%32.3%−7.2 pts
CNChina 12.1%16.1%+4.1 pts
DEGermany 6.6%8.6%+2.0 pts
ITItaly 2.9%6.4%+3.5 pts
ESSpain 4.4%4.3%−0.1 pts
FRFrance 3.4%3.2%−0.2 pts
GBUnited Kingdom 3.6%1.8%−1.8 pts
CHSwitzerland 3.5%1.8%−1.7 pts

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.

  1. USUnited States21.3%of 2026 papers have an author here
  2. DEGermany14.4%of 2026 papers have an author here
  3. CNChina9.8%of 2026 papers have an author here
  4. ITItaly6.0%of 2026 papers have an author here
  5. 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.

HomeExpectedExcess
USUnited States 50.1%27.6%+22.5
CNChina 62.9%13.3%+49.6

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

  1. 1USArgonne National LaboratoryResearch facility3.8%
  2. 2USOak Ridge National LaboratoryResearch facility3.3%
  3. 3USLawrence Berkeley National LaboratoryResearch facility3.1%
  4. 4CNNational University of Defense Technology3.0%
  5. 5ESBarcelona Supercomputing CenterResearch facility2.0%
  6. 6USLos Alamos National LaboratoryResearch facility1.9%
  7. 7USSandia National LaboratoriesResearch facility1.6%
  8. 8USUniversity of Tennessee at Knoxville1.5%
  9. 9USLawrence Livermore National LaboratoryResearch facility1.5%
  10. 10DEPaderborn University1.5%

Share of the top 10%. Institutions across all 45 technologies

Who does the work

SectorAllUSCNDE
Universities55.8%
35.5%
84.0%
48.0%
Research facilities32.0%
50.8%
8.7%
49.9%
Companies5.6%
11.8%
1.0%
0.5%
Government labs3.0%
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.

  1. DEUSGermany with United States18
  2. FRUSFrance with United States9
  3. DEFRGermany with France9
  4. CHUSSwitzerland with United States8
  5. 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.

  1. 12,434citations
  2. Kokkos 3: Programming Model Extensions for the Exascale Era
    IEEE Transactions on Parallel and Distributed Systems, 2021CHUS
    486citations
  3. The digital revolution of Earth-system science
    Nature Computational Science, 2021CHGB
    247citations
  4. 238citations
  5. 231citations

More in computing and ai

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 exascale

and 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.

Read the method