{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:5CHD5ODQGBHFBKSFCF3J62BEBC","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":"37356762131e1b0d8536d0baecc6ccc5e9bb2f811fd55629d7c73ffe084ba29e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T09:31:58Z","title_canon_sha256":"c76c844cb93458319999d90a0bcd3c2c0bfe643bffc6457cad004b9308b34661"},"schema_version":"1.0","source":{"id":"2606.04657","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.04657","created_at":"2026-06-04T01:09:23Z"},{"alias_kind":"arxiv_version","alias_value":"2606.04657v1","created_at":"2026-06-04T01:09:23Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.04657","created_at":"2026-06-04T01:09:23Z"},{"alias_kind":"pith_short_12","alias_value":"5CHD5ODQGBHF","created_at":"2026-06-04T01:09:23Z"},{"alias_kind":"pith_short_16","alias_value":"5CHD5ODQGBHFBKSF","created_at":"2026-06-04T01:09:23Z"},{"alias_kind":"pith_short_8","alias_value":"5CHD5ODQ","created_at":"2026-06-04T01:09:23Z"}],"graph_snapshots":[{"event_id":"sha256:4dcba2aaba588da8f9a792574dd16209ee88b1c28997b8b42d8b30e592f3d363","target":"graph","created_at":"2026-06-04T01:09:23Z","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/2606.04657/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents TeleHunt, a framework and tool for evaluating the effectiveness of different strategies to discover cybercriminal communities on Telegram. TeleHunt employs a set of reference-driven snowballing strategies, integrating message-level classification, contextual filtering, and market-segment labeling. Using open- and dark-web seeds, we systematically evaluate how seed source, pointer type, and exploration strategy influence discovery outcomes in three dimensions: efficiency, accessibility, and rediscovery. Our work provides (i) a modular cybercrime content discovery pipeline, (","authors_text":"Luca Allodi, Roy Ricaldi, Victor Asanache","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T09:31:58Z","title":"TeleHunt: A Framework and Tool for Efficient Cybercriminal Community Discovery on Telegram"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.04657","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":"sha256:7e03f2d5baad1e09a06b7e3d207779097260dc63f9d6cb0ece7d667a05915063","target":"record","created_at":"2026-06-04T01:09:23Z","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":"37356762131e1b0d8536d0baecc6ccc5e9bb2f811fd55629d7c73ffe084ba29e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2026-06-03T09:31:58Z","title_canon_sha256":"c76c844cb93458319999d90a0bcd3c2c0bfe643bffc6457cad004b9308b34661"},"schema_version":"1.0","source":{"id":"2606.04657","kind":"arxiv","version":1}},"canonical_sha256":"e88e3eb870304e50aa4511769f6824088cd687a9a341b49477965a06fe168bca","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e88e3eb870304e50aa4511769f6824088cd687a9a341b49477965a06fe168bca","first_computed_at":"2026-06-04T01:09:23.501551Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-04T01:09:23.501551Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"krbEPTTmV0IcsE5XAdSpzI8Xq9i0k+xkNGrXxX9rdFhO+thaLH1iTMM4wmm0mmWsNC2g6/6u8ECMJ72BI/8RBA==","signature_status":"signed_v1","signed_at":"2026-06-04T01:09:23.502149Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.04657","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7e03f2d5baad1e09a06b7e3d207779097260dc63f9d6cb0ece7d667a05915063","sha256:4dcba2aaba588da8f9a792574dd16209ee88b1c28997b8b42d8b30e592f3d363"],"state_sha256":"f025859d0b5c4fba127998b0155e7c61fbccfcad151a5a7755e76bc1918f004f"}