{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:D4MDPDBJBMDFJBJRFDJKSKXU7Z","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":"8b6b86f7bf740b7ae3d46e154e67cb7d6701721c8d6a0fd3b6b46723e5d1c2e7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2025-11-06T15:13:29Z","title_canon_sha256":"ff03d1e891244b911553c2ebf4df26fc725c9922828623e76399a50cce84acf7"},"schema_version":"1.0","source":{"id":"2511.04440","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2511.04440","created_at":"2026-06-03T01:05:46Z"},{"alias_kind":"arxiv_version","alias_value":"2511.04440v1","created_at":"2026-06-03T01:05:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2511.04440","created_at":"2026-06-03T01:05:46Z"},{"alias_kind":"pith_short_12","alias_value":"D4MDPDBJBMDF","created_at":"2026-06-03T01:05:46Z"},{"alias_kind":"pith_short_16","alias_value":"D4MDPDBJBMDFJBJR","created_at":"2026-06-03T01:05:46Z"},{"alias_kind":"pith_short_8","alias_value":"D4MDPDBJ","created_at":"2026-06-03T01:05:46Z"}],"graph_snapshots":[{"event_id":"sha256:68e749b1aca9479643902fe09c3d238612e40a9992229c3912e1dce5e5595262","target":"graph","created_at":"2026-06-03T01:05:46Z","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/2511.04440/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Magecart skimming attacks have emerged as a significant threat to client-side security and user trust in online payment systems. This paper addresses the challenge of achieving robust and explainable detection of Magecart attacks through a comparative study of various Machine Learning (ML) models with a real-world dataset. Tree-based, linear, and kernel-based models were applied, further enhanced through hyperparameter tuning and feature selection, to distinguish between benign and malicious scripts. Such models are supported by a Behavior Deterministic Finite Automaton (DFA) which captures st","authors_text":"Eva Maia, Isabel Pra\\c{c}a, Jo\\~ao Vitorino, Jos\\'e Gouveia, Pedro Pereira","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2025-11-06T15:13:29Z","title":"Adversarially Robust and Interpretable Magecart Malware Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2511.04440","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":"sha256:305984915e0bd0a4caf2336422d6cb2551b5c57fd3b740ea69d1498401ae93e9","target":"record","created_at":"2026-06-03T01:05:46Z","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":"8b6b86f7bf740b7ae3d46e154e67cb7d6701721c8d6a0fd3b6b46723e5d1c2e7","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2025-11-06T15:13:29Z","title_canon_sha256":"ff03d1e891244b911553c2ebf4df26fc725c9922828623e76399a50cce84acf7"},"schema_version":"1.0","source":{"id":"2511.04440","kind":"arxiv","version":1}},"canonical_sha256":"1f18378c290b0654853128d2a92af4fe616292273d7f27f2cf537b8e88570d1b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1f18378c290b0654853128d2a92af4fe616292273d7f27f2cf537b8e88570d1b","first_computed_at":"2026-06-03T01:05:46.226618Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-03T01:05:46.226618Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"72B+k4WbHpIVAjF7kz3eF3CqYU7RpDkqGVYT/ST6gEsuSD5Fa3CtDnJtyzsBLgvNjdR8DYF5/WCxci1YXF9KAw==","signature_status":"signed_v1","signed_at":"2026-06-03T01:05:46.227139Z","signed_message":"canonical_sha256_bytes"},"source_id":"2511.04440","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:305984915e0bd0a4caf2336422d6cb2551b5c57fd3b740ea69d1498401ae93e9","sha256:68e749b1aca9479643902fe09c3d238612e40a9992229c3912e1dce5e5595262"],"state_sha256":"57f932cd495a0940ab403129e70af7d81512e16a1617a517da27aed43fc9572b"}