{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:6UN44APSUB2R6UKNTIAH3SHDEF","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":"63d321fdd6c9a2037012c018bb09461cd151e8b4c0cfe730da5ffb660d523168","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-27T09:02:56Z","title_canon_sha256":"5804505d305de2d5ef3a406d9528d9ffe4e0c6b9655792eccd84f2b45a504393"},"schema_version":"1.0","source":{"id":"2607.24177","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.24177","created_at":"2026-07-28T01:23:48Z"},{"alias_kind":"arxiv_version","alias_value":"2607.24177v1","created_at":"2026-07-28T01:23:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.24177","created_at":"2026-07-28T01:23:48Z"},{"alias_kind":"pith_short_12","alias_value":"6UN44APSUB2R","created_at":"2026-07-28T01:23:48Z"},{"alias_kind":"pith_short_16","alias_value":"6UN44APSUB2R6UKN","created_at":"2026-07-28T01:23:48Z"},{"alias_kind":"pith_short_8","alias_value":"6UN44APS","created_at":"2026-07-28T01:23:48Z"}],"graph_snapshots":[{"event_id":"sha256:88dc4acea1e5d93f8e1c205386a9222ab2c0c348dc1e21fbc8d43eaac89ae42a","target":"graph","created_at":"2026-07-28T01:23:48Z","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/2607.24177/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Due to the lack of systematic evaluations, we are not yet able to determine which AI-based Windows malware detector to deploy in production, since existing evaluations (i) differ in terms of data used for both training and testing; (ii) do not consider temporal analysis to showcase whether models withstand the passage of time; (iii) avoid security evaluations with adversarial attacks that could highlight their brittleness against content-injection attacks; and (iv) neglect the computational requirements for deployment, risking slow inference on endpoints. For these reasons, we develop EXE-Benc","authors_text":"Andrea Ponte, Battista Biggio, Daniel Gibert, Dmitrijs Trizna, Fabio Roli, Luca Demetrio, Matous Kozak, Maura Pintor","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-27T09:02:56Z","title":"EXE-Bench: Ranking the Tradeoffs of AI-based Windows Malware Detectors for Real-World Usability"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.24177","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:e4b6f69fd948f8cfb78c051cd9d098c6b66bb1ab16672356241139bb6a39f173","target":"record","created_at":"2026-07-28T01:23:48Z","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":"63d321fdd6c9a2037012c018bb09461cd151e8b4c0cfe730da5ffb660d523168","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2026-07-27T09:02:56Z","title_canon_sha256":"5804505d305de2d5ef3a406d9528d9ffe4e0c6b9655792eccd84f2b45a504393"},"schema_version":"1.0","source":{"id":"2607.24177","kind":"arxiv","version":1}},"canonical_sha256":"f51bce01f2a0751f514d9a007dc8e3216d237aa5cf707679f8a60e3203643a70","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f51bce01f2a0751f514d9a007dc8e3216d237aa5cf707679f8a60e3203643a70","first_computed_at":"2026-07-28T01:23:48.732231Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-28T01:23:48.732231Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hrVCVk2KFKpVdzsqsRUyQ88hpCpBM3Q339sr7M1xjR/fquU79CoW8ytDjYdRAfO/kZcgcIRZRZitNm7/ST3ABg==","signature_status":"signed_v1","signed_at":"2026-07-28T01:23:48.733089Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.24177","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e4b6f69fd948f8cfb78c051cd9d098c6b66bb1ab16672356241139bb6a39f173","sha256:88dc4acea1e5d93f8e1c205386a9222ab2c0c348dc1e21fbc8d43eaac89ae42a"],"state_sha256":"d65392edee31c1c192a8095278e350bddb79d8e20ba1aead27f70a68a6c25a52"}