{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:SOHL5WCQE4ON7YVYOL6U6ZJ4WI","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":"d44ad4c7603fdc82eea6ff05f580943ef46611a269df1a88ab2c12b247bd8989","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-03-25T18:12:16Z","title_canon_sha256":"b6550124a37e340bd901a3b0d3e1ab8c9aa8f6975f3e12b163079c077e97cab1"},"schema_version":"1.0","source":{"id":"2403.17081","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.17081","created_at":"2026-07-05T08:00:44Z"},{"alias_kind":"arxiv_version","alias_value":"2403.17081v1","created_at":"2026-07-05T08:00:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.17081","created_at":"2026-07-05T08:00:44Z"},{"alias_kind":"pith_short_12","alias_value":"SOHL5WCQE4ON","created_at":"2026-07-05T08:00:44Z"},{"alias_kind":"pith_short_16","alias_value":"SOHL5WCQE4ON7YVY","created_at":"2026-07-05T08:00:44Z"},{"alias_kind":"pith_short_8","alias_value":"SOHL5WCQ","created_at":"2026-07-05T08:00:44Z"}],"graph_snapshots":[{"event_id":"sha256:63c3b5ce9b1c7ca0afa128fb23bbc0bdbdb99a6f9ab7cc83036a8ed1d7076198","target":"graph","created_at":"2026-07-05T08:00:44Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2403.17081/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Context: Blockchain technology has drawn growing attention in the literature and in practice. Blockchain technology generates considerable amounts of data and has thus been a topic of interest for Machine Learning (ML).\n  Objective: The objective of this paper is to provide a comprehensive review of the state of the art on machine learning applied to blockchain data. This work aims to systematically identify, analyze, and classify the literature on ML applied to blockchain data. This will allow us to discover the fields where more effort should be placed in future research.\n  Method: A systema","authors_text":"Georgios Palaiokrassas, Leandros Tassiulas, Sarah Bouraga","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-03-25T18:12:16Z","title":"Machine Learning on Blockchain Data: A Systematic Mapping Study"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.17081","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:daf5a1a03cfa20ff30c220f77d5ca3a9ebd36b30bc4ff3aa50337ec2bd97222d","target":"record","created_at":"2026-07-05T08:00:44Z","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":"d44ad4c7603fdc82eea6ff05f580943ef46611a269df1a88ab2c12b247bd8989","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-03-25T18:12:16Z","title_canon_sha256":"b6550124a37e340bd901a3b0d3e1ab8c9aa8f6975f3e12b163079c077e97cab1"},"schema_version":"1.0","source":{"id":"2403.17081","kind":"arxiv","version":1}},"canonical_sha256":"938ebed850271cdfe2b872fd4f653cb20459ab01fe9a794cb9cf2c5a12886843","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"938ebed850271cdfe2b872fd4f653cb20459ab01fe9a794cb9cf2c5a12886843","first_computed_at":"2026-07-05T08:00:44.899416Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:00:44.899416Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Rzr03n6b+iq/Kuh0DyGkbZaLrmpPxLln53nGqwr10eKp0BmQ32P9xXU3InjWTKJZfT2PmfTUks+AT1JLbEpPAA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:00:44.899884Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.17081","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:daf5a1a03cfa20ff30c220f77d5ca3a9ebd36b30bc4ff3aa50337ec2bd97222d","sha256:63c3b5ce9b1c7ca0afa128fb23bbc0bdbdb99a6f9ab7cc83036a8ed1d7076198"],"state_sha256":"5deb765f42e726f30533b030600451fdc649642f81056b2fa832d6ccce1dee41"}