{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:THDPKPVMP4G6COGU6V2TN2QM2S","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"af233d8a59a1411db66b0be4c9152d18df52237ec558025788ed73d5520c0e46","cross_cats_sorted":["cs.LG","cs.MS","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2015-03-19T12:41:29Z","title_canon_sha256":"81cbb2a1ad9bff1583129a586ba023116a9c8f9b83cf2f95422ab58bf55dc062"},"schema_version":"1.0","source":{"id":"1503.05743","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1503.05743","created_at":"2026-05-18T02:20:58Z"},{"alias_kind":"arxiv_version","alias_value":"1503.05743v1","created_at":"2026-05-18T02:20:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1503.05743","created_at":"2026-05-18T02:20:58Z"},{"alias_kind":"pith_short_12","alias_value":"THDPKPVMP4G6","created_at":"2026-05-18T12:29:42Z"},{"alias_kind":"pith_short_16","alias_value":"THDPKPVMP4G6COGU","created_at":"2026-05-18T12:29:42Z"},{"alias_kind":"pith_short_8","alias_value":"THDPKPVM","created_at":"2026-05-18T12:29:42Z"}],"graph_snapshots":[{"event_id":"sha256:c099017a226e45dc6fd4bdd4c3ff7730e74710777e704c18f7b3bb8de1908869","target":"graph","created_at":"2026-05-18T02:20:58Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"paper":{"abstract_excerpt":"Deep learning can achieve outstanding results in various fields. However, it requires so significant computational power that graphics processing units (GPUs) and/or numerous computers are often required for the practical application. We have developed a new distributed calculation framework called \"Sashimi\" that allows any computer to be used as a distribution node only by accessing a website. We have also developed a new JavaScript neural network framework called \"Sukiyaki\" that uses general purpose GPUs with web browsers. Sukiyaki performs 30 times faster than a conventional JavaScript libr","authors_text":"Ken Miura, Tatsuya Harada","cross_cats":["cs.LG","cs.MS","cs.NE","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2015-03-19T12:41:29Z","title":"Implementation of a Practical Distributed Calculation System with Browsers and JavaScript, and Application to Distributed Deep Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1503.05743","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:166b5eba9c846cee179f9c2292c2f909f3f908e5f0d8db1195eb32a0e0f7a312","target":"record","created_at":"2026-05-18T02:20:58Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"af233d8a59a1411db66b0be4c9152d18df52237ec558025788ed73d5520c0e46","cross_cats_sorted":["cs.LG","cs.MS","cs.NE","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2015-03-19T12:41:29Z","title_canon_sha256":"81cbb2a1ad9bff1583129a586ba023116a9c8f9b83cf2f95422ab58bf55dc062"},"schema_version":"1.0","source":{"id":"1503.05743","kind":"arxiv","version":1}},"canonical_sha256":"99c6f53eac7f0de138d4f57536ea0cd49e8aa8f7d556256699f09f67cb643e9f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"99c6f53eac7f0de138d4f57536ea0cd49e8aa8f7d556256699f09f67cb643e9f","first_computed_at":"2026-05-18T02:20:58.225903Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:20:58.225903Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aBHwCYxknPhimKR8o1uSCBZ/I0WWJt2sWrQwyzRaruj28OZMsaW2f+5CpQ5jexB1wxv80zeUrrOY55N3p8wWBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T02:20:58.226600Z","signed_message":"canonical_sha256_bytes"},"source_id":"1503.05743","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:166b5eba9c846cee179f9c2292c2f909f3f908e5f0d8db1195eb32a0e0f7a312","sha256:c099017a226e45dc6fd4bdd4c3ff7730e74710777e704c18f7b3bb8de1908869"],"state_sha256":"6ce5748c6aeaae1a90a10fe88f87c26b5cb94e61f773fc98cb6cfbd944ef187a"}