{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2015:EQPGHXSQ7OXAMPVCD3OCV4LQOE","short_pith_number":"pith:EQPGHXSQ","schema_version":"1.0","canonical_sha256":"241e63de50fbae063ea21edc2af1707103fc409438d9d47e965cfb776676a094","source":{"kind":"arxiv","id":"1506.07552","version":2},"attestation_state":"computed","paper":{"title":"Splash: User-friendly Programming Interface for Parallelizing Stochastic Algorithms","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Michael I. Jordan, Yuchen Zhang","submitted_at":"2015-06-24T20:39:54Z","abstract_excerpt":"Stochastic algorithms are efficient approaches to solving machine learning and optimization problems. In this paper, we propose a general framework called Splash for parallelizing stochastic algorithms on multi-node distributed systems. Splash consists of a programming interface and an execution engine. Using the programming interface, the user develops sequential stochastic algorithms without concerning any detail about distributed computing. The algorithm is then automatically parallelized by a communication-efficient execution engine. We provide theoretical justifications on the optimal rat"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1506.07552","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2015-06-24T20:39:54Z","cross_cats_sorted":[],"title_canon_sha256":"d7c9fb91108e33c0e0a083b8ccaf6f92708a39c2b23b16b8eecfb250032021af","abstract_canon_sha256":"1e993e01c37c6fe932fb70f17de85e22dda3677e7276512241d234a1eb59d452"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:32:18.413889Z","signature_b64":"UjjdXUTijdAFqsoue7LuERoYjm7+zukcktL7b4BnKBe5kU5NK0cRRTzRoE1iWz0cqSCWLugAa8FhO+xusaSHAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"241e63de50fbae063ea21edc2af1707103fc409438d9d47e965cfb776676a094","last_reissued_at":"2026-05-18T01:32:18.413149Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:32:18.413149Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Splash: User-friendly Programming Interface for Parallelizing Stochastic Algorithms","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Michael I. Jordan, Yuchen Zhang","submitted_at":"2015-06-24T20:39:54Z","abstract_excerpt":"Stochastic algorithms are efficient approaches to solving machine learning and optimization problems. In this paper, we propose a general framework called Splash for parallelizing stochastic algorithms on multi-node distributed systems. Splash consists of a programming interface and an execution engine. Using the programming interface, the user develops sequential stochastic algorithms without concerning any detail about distributed computing. The algorithm is then automatically parallelized by a communication-efficient execution engine. We provide theoretical justifications on the optimal rat"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1506.07552","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":""},"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"},"aliases":[{"alias_kind":"arxiv","alias_value":"1506.07552","created_at":"2026-05-18T01:32:18.413255+00:00"},{"alias_kind":"arxiv_version","alias_value":"1506.07552v2","created_at":"2026-05-18T01:32:18.413255+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1506.07552","created_at":"2026-05-18T01:32:18.413255+00:00"},{"alias_kind":"pith_short_12","alias_value":"EQPGHXSQ7OXA","created_at":"2026-05-18T12:29:19.899920+00:00"},{"alias_kind":"pith_short_16","alias_value":"EQPGHXSQ7OXAMPVC","created_at":"2026-05-18T12:29:19.899920+00:00"},{"alias_kind":"pith_short_8","alias_value":"EQPGHXSQ","created_at":"2026-05-18T12:29:19.899920+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE","json":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE.json","graph_json":"https://pith.science/api/pith-number/EQPGHXSQ7OXAMPVCD3OCV4LQOE/graph.json","events_json":"https://pith.science/api/pith-number/EQPGHXSQ7OXAMPVCD3OCV4LQOE/events.json","paper":"https://pith.science/paper/EQPGHXSQ"},"agent_actions":{"view_html":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE","download_json":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE.json","view_paper":"https://pith.science/paper/EQPGHXSQ","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1506.07552&json=true","fetch_graph":"https://pith.science/api/pith-number/EQPGHXSQ7OXAMPVCD3OCV4LQOE/graph.json","fetch_events":"https://pith.science/api/pith-number/EQPGHXSQ7OXAMPVCD3OCV4LQOE/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE/action/timestamp_anchor","attest_storage":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE/action/storage_attestation","attest_author":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE/action/author_attestation","sign_citation":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE/action/citation_signature","submit_replication":"https://pith.science/pith/EQPGHXSQ7OXAMPVCD3OCV4LQOE/action/replication_record"}},"created_at":"2026-05-18T01:32:18.413255+00:00","updated_at":"2026-05-18T01:32:18.413255+00:00"}