{"paper":{"title":"Scalable Construction of Spiking Neural Networks using up to thousands of GPUs","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.NE","physics.comp-ph","q-bio.NC"],"primary_cat":"cs.DC","authors_text":"Abigail Morrison, Alessandro Lonardo, Bruno Golosio, Elena Pastorelli, Francesco Simula, Gianmarco Tiddia, Johanna Senk, Jos\\'e Villamar, Luca Pontisso, Luca Sergi, Markus Diesmann, Pier Stanislao Paolucci, Pooja Babu","submitted_at":"2025-12-10T10:27:31Z","abstract_excerpt":"Diverse scientific and engineering research areas deal with discrete, time-stamped changes in large systems of interacting delay differential equations. Simulating such complex systems at scale on high-performance computing clusters demands efficient management of communication and memory. Inspired by the human cerebral cortex -- a sparsely connected network of $\\mathcal{O}(10^{10})$ neurons, each forming $\\mathcal{O}(10^{3})$--$\\mathcal{O}(10^{4})$ synapses and communicating via short electrical pulses called spikes -- we study the simulation of large-scale spiking neural networks for computa"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.09502","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2512.09502/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}