{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:G6TV5CVSTBPOMQVVSWLLOFK744","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":"243ff3031059c03f63758bd31d374221d6f82ce17abc9693fa24a3d02ac5cf20","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-07-02T18:09:59Z","title_canon_sha256":"3c9118a22f0ea75e59b3704d265e160578dadf8f59c4cd37e0f3369d442a652a"},"schema_version":"1.0","source":{"id":"1307.0781","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1307.0781","created_at":"2026-05-18T03:19:24Z"},{"alias_kind":"arxiv_version","alias_value":"1307.0781v1","created_at":"2026-05-18T03:19:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1307.0781","created_at":"2026-05-18T03:19:24Z"},{"alias_kind":"pith_short_12","alias_value":"G6TV5CVSTBPO","created_at":"2026-05-18T12:27:45Z"},{"alias_kind":"pith_short_16","alias_value":"G6TV5CVSTBPOMQVV","created_at":"2026-05-18T12:27:45Z"},{"alias_kind":"pith_short_8","alias_value":"G6TV5CVS","created_at":"2026-05-18T12:27:45Z"}],"graph_snapshots":[{"event_id":"sha256:0b79d188ed40e1ef32093c40914be686242e0d6935b75b5e26784cb87fd24839","target":"graph","created_at":"2026-05-18T03:19:24Z","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":"Distributed, online data mining systems have emerged as a result of applications requiring analysis of large amounts of correlated and high-dimensional data produced by multiple distributed data sources. We propose a distributed online data classification framework where data is gathered by distributed data sources and processed by a heterogeneous set of distributed learners which learn online, at run-time, how to classify the different data streams either by using their locally available classification functions or by helping each other by classifying each other's data. Importantly, since the","authors_text":"Cem Tekin, Mihaela van der Schaar","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-07-02T18:09:59Z","title":"Distributed Online Big Data Classification Using Context Information"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1307.0781","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:cbada329145623ca5d03559069e58c1a18520b51a4480f8e95c4cd5b4a830a7c","target":"record","created_at":"2026-05-18T03:19:24Z","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":"243ff3031059c03f63758bd31d374221d6f82ce17abc9693fa24a3d02ac5cf20","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-07-02T18:09:59Z","title_canon_sha256":"3c9118a22f0ea75e59b3704d265e160578dadf8f59c4cd37e0f3369d442a652a"},"schema_version":"1.0","source":{"id":"1307.0781","kind":"arxiv","version":1}},"canonical_sha256":"37a75e8ab2985ee642b59596b7155fe732c356c5d213cd7627d884e7feefe465","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"37a75e8ab2985ee642b59596b7155fe732c356c5d213cd7627d884e7feefe465","first_computed_at":"2026-05-18T03:19:24.655611Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T03:19:24.655611Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"eROKgtm56f+e0Af59FooOK5ep5gg6MLUcMEC/VR+HUF87Nl4kUdJUd/JvH5PW355qRuCZ0VWtFwAOShMaueUAg==","signature_status":"signed_v1","signed_at":"2026-05-18T03:19:24.656238Z","signed_message":"canonical_sha256_bytes"},"source_id":"1307.0781","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cbada329145623ca5d03559069e58c1a18520b51a4480f8e95c4cd5b4a830a7c","sha256:0b79d188ed40e1ef32093c40914be686242e0d6935b75b5e26784cb87fd24839"],"state_sha256":"511164c8e8b09d4437a95785b8e0e791d46e55591866b363dad09a7e32a27bd5"}