{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:UQTAX7OEMUIXDKGQYIJ2CSMI2H","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":"5519f2ad8d9c5dc30812110484e81cd771129dad2d12a3f9095c408583c0ca23","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-05-18T16:32:45Z","title_canon_sha256":"1746659af09b85d5158ebd6deb2440552f96e9a5b2fd2410c49b4cbbbfb25e1a"},"schema_version":"1.0","source":{"id":"2605.18624","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.18624","created_at":"2026-05-20T00:06:11Z"},{"alias_kind":"arxiv_version","alias_value":"2605.18624v1","created_at":"2026-05-20T00:06:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.18624","created_at":"2026-05-20T00:06:11Z"},{"alias_kind":"pith_short_12","alias_value":"UQTAX7OEMUIX","created_at":"2026-05-20T00:06:11Z"},{"alias_kind":"pith_short_16","alias_value":"UQTAX7OEMUIXDKGQ","created_at":"2026-05-20T00:06:11Z"},{"alias_kind":"pith_short_8","alias_value":"UQTAX7OE","created_at":"2026-05-20T00:06:11Z"}],"graph_snapshots":[{"event_id":"sha256:e078bb3b8593528cdd168c73cda891d1244953a0efaf9488bdbdb82d03b7fe3e","target":"graph","created_at":"2026-05-20T00:06:11Z","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":[{"findings_count":0,"name":"claim_evidence","ran_at":"2026-05-20T00:01:59.215583Z","status":"completed","version":"1.0.0"}],"endpoint":"/pith/2605.18624/integrity.json","findings":[],"snapshot_sha256":"3f90bc334a62577836e70fea2016f0a0af6d6affea7186d3c6903a4159a1921f","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Machine learning-based malware detectors are widely deployed in antivirus and endpoint detection systems, yet their reliance on static features makes them vulnerable to adversarial manipulation. This paper investigates whether a malware sample can be intentionally misclassified as a specific benign software category, not merely as \"not malware\", by adding a small number of Win32 API imports characteristic of that selected category, without removing any existing imports or retraining the detector. We propose a framework centered on a Conditional Variational Autoencoder (CVAE) whose decoder is s","authors_text":"Juozapas Rokas \\v{C}ypas, Juozas Dautartas, Olga Kurasova, Viktor Medvedev","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-05-18T16:32:45Z","title":"Learning to Look Benign: Targeted Evasion of Malware Detectors via API Import Injection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.18624","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":"sha256:49fd33df32371ca3566542cfc38849e19b44261cf4f61b4b7d39080449a30a35","target":"record","created_at":"2026-05-20T00:06:11Z","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":"5519f2ad8d9c5dc30812110484e81cd771129dad2d12a3f9095c408583c0ca23","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-05-18T16:32:45Z","title_canon_sha256":"1746659af09b85d5158ebd6deb2440552f96e9a5b2fd2410c49b4cbbbfb25e1a"},"schema_version":"1.0","source":{"id":"2605.18624","kind":"arxiv","version":1}},"canonical_sha256":"a4260bfdc4651171a8d0c213a14988d1f8e2b5410101c166f4ad092256736839","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a4260bfdc4651171a8d0c213a14988d1f8e2b5410101c166f4ad092256736839","first_computed_at":"2026-05-20T00:06:11.378022Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-20T00:06:11.378022Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"n48w7Y5l6xe6K/c7rWjhleQY55ltKy8/5oleNj8Xe7A4djuqRRsinl0potvlnQpaTzwSZ6r1XpvVdRS0Lh8SBg==","signature_status":"signed_v1","signed_at":"2026-05-20T00:06:11.378801Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.18624","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:49fd33df32371ca3566542cfc38849e19b44261cf4f61b4b7d39080449a30a35","sha256:e078bb3b8593528cdd168c73cda891d1244953a0efaf9488bdbdb82d03b7fe3e"],"state_sha256":"3ef2b1636e83016e7cb27fc516f367baea03c2083bbbfa483eed9685477c29e5"}