ReviewNature communications2025
The neurobench framework for benchmarking neuromorphic computing algorithms and systems.
Abstract readReview
In one paragraph
Review in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed
–field-weighted citation impact
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
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Who cites it
14 citing papers in PubMed.
- Spiking neural network decoders of finger forces from high-density intramuscular microelectrode arrays.Nature communications · 2026Article
- Neuromorphic Near-Sensor and In-Sensor Computing Enabled by Next-Generation Material-Based Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Neuromorphic Technologies for Neuroengineering: From Adaptive Stimulation to SNN-Based Inference and Deployable Biointerfaces.Sensors (Basel, Switzerland) · 2026Review
- In-Sensor-Memory Computing for Post-Von Neumann Intelligence: A Perspective.Nano-micro letters · 2026Article
- Event-Based Vision at the Edge: A Review.Brain sciences · 2026Review
- Higher-order neuromorphic Ising machines-autoencoders and Fowler-Nordheim annealers are all you need for scalability.Nature communications · 2026Article
- A hardware-grounded energy taxonomy for comparing deep and Spiking Neural Network inference on edge platforms.Frontiers in neuroscience · 2026Review
- Backpropagation through space, time and the brain.Nature communications · 2025Article
- AI-Integrated Micro/Nanorobots for Biomedical Applications: Recent Advances in Design, Fabrication, and Functions.Biosensors · 2025Review
- Neuromorphic computing for robotic vision: algorithms to hardware advances.Communications engineering · 2025Review
- The road to commercial success for neuromorphic technologies.Nature communications · 2025Review
- ON-OFF neuromorphic ISING machines using Fowler-Nordheim annealers.Nature communications · 2025Article
- Neuromorphic algorithms for brain implants: a review.Frontiers in neuroscience · 2025Review
- Neuromorphic engineering: Artificial brains for artificial intelligence.Annals of the New York Academy of Sciences · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
100 authors.
Jason YikHarvard University, Cambridge, USA. jyik@g.harvard.edu.ORCID http://orcid.org/0009-0009-5860-0619
Korneel Van den BergheHarvard University, Cambridge, USA.
Douwe den BlankenDelft University of Technology, Delft, Netherlands.
Younes BouhadjarForschungszentrum Jülich, Jülich, Germany.ORCID http://orcid.org/0000-0003-4367-8236
Maxime FabreUniversity of Groningen, Groningen, Netherlands.
Paul HueberDelft University of Technology, Delft, Netherlands.
Weijie KeSynSense, Zurich, Switzerland.
Mina A KhoeiSynSense, Zurich, Switzerland.
Denis KleykoÖrebro University, Örebro, Sweden.ORCID http://orcid.org/0000-0002-6032-6155
Noah Pacik-NelsonAccenture Labs, San Francisco, USA.ORCID http://orcid.org/0000-0002-5615-2260
Alessandro PierroIntel Labs, Hillsboro, USA.ORCID http://orcid.org/0000-0002-5682-627X
Philipp StratmannIntel Labs, Hillsboro, USA.ORCID http://orcid.org/0000-0001-6791-9159
Pao-Sheng Vincent SunCity University of Hong Kong, Kowloon Tong, Hong Kong.
Guangzhi Tangimec, Eindhoven, Netherlands.
Shenqi Wangimec, Eindhoven, Netherlands.
Biyan ZhouCity University of Hong Kong, Kowloon Tong, Hong Kong.
Soikat Hasan AhmedForschungszentrum Jülich, Jülich, Germany.
George Vathakkattil JosephInnatera Nanosystems B.V., Rijswijk, Netherlands.ORCID http://orcid.org/0000-0002-6757-0660
Benedetto LetoPolitecnico di Torino, Torino, Italy.ORCID http://orcid.org/0009-0007-8891-5051
Aurora MicheliDelft University of Technology, Delft, Netherlands.
Anurag Kumar MishraForschungszentrum Jülich, Jülich, Germany.
Gregor LenzNeuroBus, Toulouse, France.
Tao SunCentrum Wiskunde & Informatica, Amsterdam, Netherlands.ORCID http://orcid.org/0000-0002-8967-8760
Zergham AhmedHarvard University, Cambridge, USA.
Mahmoud AklSpiNNcloud Systems GmbH, Dresden, Germany.
Brian AndersonIntel Labs, Hillsboro, USA.
Andreas G AndreouJohns Hopkins University, Baltimore, USA.ORCID http://orcid.org/0000-0003-3826-600X
Chiara BartolozziIstituto Italiano di Tecnologia, Genoa, Italy.ORCID http://orcid.org/0000-0003-3465-6449
Arindam BasuCity University of Hong Kong, Kowloon Tong, Hong Kong.ORCID http://orcid.org/0000-0003-1035-8770
Petrut BogdanInnatera Nanosystems B.V., Rijswijk, Netherlands.
Sander BohteCentrum Wiskunde & Informatica, Amsterdam, Netherlands.
Sonia BuckleyNational Institute of Standards and Technology, Gaithersburg, USA.ORCID http://orcid.org/0000-0003-2809-9287
Gert CauwenberghsUCSD, San Diego, USA.
Elisabetta ChiccaUniversity of Groningen, Groningen, Netherlands.ORCID http://orcid.org/0000-0002-5518-8990
Federico CorradiEindhoven University of Technology, Eindhoven, Netherlands.ORCID http://orcid.org/0000-0002-5868-8077
Guido de CroonDelft University of Technology, Delft, Netherlands.ORCID http://orcid.org/0000-0001-8265-1496
Andreea DanielescuAccenture Labs, San Francisco, USA.ORCID http://orcid.org/0000-0001-7460-2467
Anurag DaramUTSA, San Antonio, USA.
Mike DaviesIntel Labs, Hillsboro, USA.
Yigit DemiragUniversity of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0001-8990-2075
Jason EshraghianUCSC, Santa Cruz, USA.ORCID http://orcid.org/0000-0002-5832-4054
Tobias FischerQueensland University of Technology, Brisbane, Australia.ORCID http://orcid.org/0000-0003-2183-017X
Jeremy ForestCornell University, Ithaca, USA.ORCID http://orcid.org/0000-0002-8486-5559
Vittorio FraPolitecnico di Torino, Torino, Italy.ORCID http://orcid.org/0000-0001-9175-2838
Steve FurberUniversity of Manchester, Manchester, UK.ORCID http://orcid.org/0000-0002-6524-3367
P Michael FurlongU Waterloo, Waterloo, Canada.ORCID http://orcid.org/0000-0001-9503-8498
William GilpinUniversity of Texas at Austin, Austin, USA.
Aditya GilraCentrum Wiskunde & Informatica, Amsterdam, Netherlands.ORCID http://orcid.org/0000-0002-8628-1864
Hector A GonzalezSpiNNcloud Systems GmbH, Dresden, Germany.ORCID http://orcid.org/0000-0001-7312-1389
Giacomo IndiveriUniversity of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-7109-1689
Siddharth JoshiUniversity of Notre Dame, Notre Dame, USA.ORCID http://orcid.org/0000-0002-9201-9678
Vedant KariaUTSA, San Antonio, USA.
Lyes KhacefSony Semiconductor Solutions Europe, Weybridge, UK.ORCID http://orcid.org/0000-0002-4009-174X
James C KnightUniversity of Sussex, Brighton, UK.ORCID http://orcid.org/0000-0003-0577-0074
Laura KrienerUniversity of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0001-5275-9199
Rajkumar KubendranUniversity of Pittsburgh, Pittsburgh, USA.
Dhireesha KudithipudiUTSA, San Antonio, USA.ORCID http://orcid.org/0000-0003-4462-5224
Shih-Chii LiuUniversity of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-7557-045X
Yao-Hong Liuimec, Eindhoven, Netherlands.ORCID http://orcid.org/0000-0002-3256-6741
Haoyuan MaCentraleSupélec, Gif-sur-Yvette, France.
Rajit ManoharYale University, New Haven, USA.
Josep Maria Margarit-TauléInstituto de Microelectrónica de Barcelona, Barcelona, Spain.ORCID http://orcid.org/0000-0003-4477-035X
Christian MayrTechnische Universität Dresden, Dresden, Germany.
Konstantinos MichmizosRutgers University, New Brunswick, USA.
Dylan R MuirSynSense, Zurich, Switzerland.ORCID http://orcid.org/0000-0003-3856-826X
Emre NeftciForschungszentrum Jülich, Jülich, Germany.
Thomas NowotnyUniversity of Sussex, Brighton, UK.ORCID http://orcid.org/0000-0002-4451-915X
Fabrizio OttatiPolitecnico di Torino, Torino, Italy.
Ayca OzcelikkaleUppsala University, Uppsala, Sweden.ORCID http://orcid.org/0000-0001-8978-2990
Priyadarshini PandaYale University, New Haven, USA.
Jongkil ParkKorea Institute of Science and Technology, Seoul, South Korea.
Melika PayvandUniversity of Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0001-5400-067X
Christian PehleHeidelberg University, Heidelberg, Germany.
Mihai A PetroviciUniversity of Bern, Bern, Switzerland.ORCID http://orcid.org/0000-0003-2632-0427
Christoph PoschProphesee, Paris, France.
Alpha RennerForschungszentrum Jülich, Jülich, Germany.ORCID http://orcid.org/0000-0002-0724-4169
Yulia SandamirskayaIntel Labs, Hillsboro, USA.
Clemens J S SchaeferUniversity of Notre Dame, Notre Dame, USA.
André van SchaikWestern Sydney University, Sydney, Australia.ORCID http://orcid.org/0000-0001-6140-017X
Johannes SchemmelHeidelberg University, Heidelberg, Germany.ORCID http://orcid.org/0000-0003-1440-4375
Samuel SchmidgallJohns Hopkins University, Baltimore, USA.
Catherine SchumanUniversity of Tennessee, Knoxville, USA.ORCID http://orcid.org/0000-0002-4264-8097
Jae-Sun SeoCornell Tech, Manhattan, USA.
Sadique SheikSynSense, Zurich, Switzerland.
Sumit Bam ShresthaIntel Labs, Hillsboro, USA.
Manolis Sifalakisimec, Eindhoven, Netherlands.ORCID http://orcid.org/0000-0002-0949-2094
Amos SironiProphesee, Paris, France.
Kenneth StewartForschungszentrum Jülich, Jülich, Germany.
Matthew StewartHarvard University, Cambridge, USA.
Terrence C StewartNational Research Council Canada, Ottawa, Canada.
Jonathan TimcheckIntel Labs, Hillsboro, USA.ORCID http://orcid.org/0000-0002-2071-2668
Nergis TömenDelft University of Technology, Delft, Netherlands.ORCID http://orcid.org/0000-0003-3916-1859
Gianvito UrgesePolitecnico di Torino, Torino, Italy.ORCID http://orcid.org/0000-0003-2672-7593
Marian Verhelstimec, Eindhoven, Netherlands.ORCID http://orcid.org/0000-0003-3495-9263
Craig M VineyardSandia National Laboratories, Albuquerque, USA.ORCID http://orcid.org/0000-0002-4787-6160
Bernhard VoggingerTechnische Universität Dresden, Dresden, Germany.ORCID http://orcid.org/0000-0001-9042-5405
Amirreza Yousefzadehimec, Eindhoven, Netherlands.ORCID http://orcid.org/0000-0002-2967-5090
Fatima Tuz ZohoraUTSA, San Antonio, USA.
Charlotte Frenkel *Delft University of Technology, Delft, Netherlands.
Vijay Janapa Reddi *Harvard University, Cambridge, USA.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Neuromorphic computing shows promise for advancing computing efficiency and capabilities of AI applications using brain-inspired principles. However, the neuromorphic research field currently lacks standardized benchmarks, making it difficult to accurately measure technological advancements, compare performance with conventional methods, and identify promising future research directions. This article presents NeuroBench, a benchmark framework for neuromorphic algorithms and systems, which is collaboratively designed from an open community of researchers across industry and academia. NeuroBench introduces a common set of tools and systematic methodology for inclusive benchmark measurement, delivering an objective reference framework for quantifying neuromorphic approaches in both hardware-independent and hardware-dependent settings. For latest project updates, visit the project website ( neurobench.ai ).
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