{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DBOAOMMVOA4KWUZTVKIJTFGRA3","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":"1eeccf5a02d4b907544a2c2524c66ce3577d9a4932c64a7888a9d17d9eabd057","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-04-15T09:10:52Z","title_canon_sha256":"0c999903e665d5a6727f76b336210e405b841a922ab8c453ac314b6472e12083"},"schema_version":"1.0","source":{"id":"2404.09599","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.09599","created_at":"2026-07-05T08:08:09Z"},{"alias_kind":"arxiv_version","alias_value":"2404.09599v1","created_at":"2026-07-05T08:08:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.09599","created_at":"2026-07-05T08:08:09Z"},{"alias_kind":"pith_short_12","alias_value":"DBOAOMMVOA4K","created_at":"2026-07-05T08:08:09Z"},{"alias_kind":"pith_short_16","alias_value":"DBOAOMMVOA4KWUZT","created_at":"2026-07-05T08:08:09Z"},{"alias_kind":"pith_short_8","alias_value":"DBOAOMMV","created_at":"2026-07-05T08:08:09Z"}],"graph_snapshots":[{"event_id":"sha256:45ba90dbdc26c49de2e5e1a3949962349de52955e18017800df1d8323d45d9b0","target":"graph","created_at":"2026-07-05T08:08:09Z","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/2404.09599/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Source code vulnerability detection aims to identify inherent vulnerabilities to safeguard software systems from potential attacks. Many prior studies overlook diverse vulnerability characteristics, simplifying the problem into a binary (0-1) classification task for example determining whether it is vulnerable or not. This poses a challenge for a single deep learning-based model to effectively learn the wide array of vulnerability characteristics. Furthermore, due to the challenges associated with collecting large-scale vulnerability data, these detectors often overfit limited training dataset","authors_text":"Jian Wang, Ruitao Feng, Shangqing Liu, Wei Ma, Xiaofei Xie, Yang Liu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-04-15T09:10:52Z","title":"Enhancing Code Vulnerability Detection via Vulnerability-Preserving Data Augmentation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.09599","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":"sha256:0c40c07dd2798d17f5fc43be8e95b6857d97860cde35acd25e96cf2b8797d33a","target":"record","created_at":"2026-07-05T08:08:09Z","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":"1eeccf5a02d4b907544a2c2524c66ce3577d9a4932c64a7888a9d17d9eabd057","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-04-15T09:10:52Z","title_canon_sha256":"0c999903e665d5a6727f76b336210e405b841a922ab8c453ac314b6472e12083"},"schema_version":"1.0","source":{"id":"2404.09599","kind":"arxiv","version":1}},"canonical_sha256":"185c0731957038ab5333aa909994d106ecbec81ecdbaef8f36359a92b66292bb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"185c0731957038ab5333aa909994d106ecbec81ecdbaef8f36359a92b66292bb","first_computed_at":"2026-07-05T08:08:09.155173Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:08:09.155173Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vTrq8hYhkaGbB8BKP7+fzsltlPOKY3aAYdtmTZ1RULBivUb1Qsx2Q+Oth+2dihQECSDzFJ3pw2PB1umdvNSZDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:08:09.155619Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.09599","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0c40c07dd2798d17f5fc43be8e95b6857d97860cde35acd25e96cf2b8797d33a","sha256:45ba90dbdc26c49de2e5e1a3949962349de52955e18017800df1d8323d45d9b0"],"state_sha256":"13e5339926a2d05ec3b62054b8c0fb17af6a619ecfc31a7c64a20a5bd6163662"}