{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:L6GEPZA3MV2Q5WXATQPI3ZIS5X","short_pith_number":"pith:L6GEPZA3","schema_version":"1.0","canonical_sha256":"5f8c47e41b65750edae09c1e8de512edfcd2cc86360406cbfa4bd10240d1fc37","source":{"kind":"arxiv","id":"2501.10461","version":2},"attestation_state":"computed","paper":{"title":"A Framework for Mining Collectively-Behaving Bots in MMORPGs","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Eunjo Lee, Hyunsoo Kim, Jaeman Son, Jihoon Song, Jun Hee Kim","submitted_at":"2025-01-15T10:11:26Z","abstract_excerpt":"In MMORPGs (Massively Multiplayer Online Role-Playing Games), abnormal players (bots) using unauthorized automated programs to carry out pre-defined behaviors systematically and repeatedly are commonly observed. Bots usually engage in these activities to gain in-game money, which they eventually trade for real money outside the game. Such abusive activities negatively impact the in-game experiences of legitimate users since bots monopolize specific hunting areas and obtain valuable items. Thus, detecting abnormal players is a significant task for game companies. Motivated by the fact that bots"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2501.10461","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-01-15T10:11:26Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"d8da46e8b68f0c54c3418e1dacdf010eaabec9e8c06e40cd998a317939800f90","abstract_canon_sha256":"7af9c46edcbee4c58d945f15a5af013e28bea85f39b87dda284f07bbf9b66206"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:30:21.654233Z","signature_b64":"8SUdylixKpwv6ZF49u79dXmS4RSiT67YitHyOMv+JTbLpuh8A8bEOAFfuy52LXXo/T79/Wio1Zz3CnmrMpSRAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5f8c47e41b65750edae09c1e8de512edfcd2cc86360406cbfa4bd10240d1fc37","last_reissued_at":"2026-07-05T11:30:21.653785Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:30:21.653785Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"A Framework for Mining Collectively-Behaving Bots in MMORPGs","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Eunjo Lee, Hyunsoo Kim, Jaeman Son, Jihoon Song, Jun Hee Kim","submitted_at":"2025-01-15T10:11:26Z","abstract_excerpt":"In MMORPGs (Massively Multiplayer Online Role-Playing Games), abnormal players (bots) using unauthorized automated programs to carry out pre-defined behaviors systematically and repeatedly are commonly observed. Bots usually engage in these activities to gain in-game money, which they eventually trade for real money outside the game. Such abusive activities negatively impact the in-game experiences of legitimate users since bots monopolize specific hunting areas and obtain valuable items. Thus, detecting abnormal players is a significant task for game companies. Motivated by the fact that bots"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.10461","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2501.10461/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2501.10461","created_at":"2026-07-05T11:30:21.653842+00:00"},{"alias_kind":"arxiv_version","alias_value":"2501.10461v2","created_at":"2026-07-05T11:30:21.653842+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.10461","created_at":"2026-07-05T11:30:21.653842+00:00"},{"alias_kind":"pith_short_12","alias_value":"L6GEPZA3MV2Q","created_at":"2026-07-05T11:30:21.653842+00:00"},{"alias_kind":"pith_short_16","alias_value":"L6GEPZA3MV2Q5WXA","created_at":"2026-07-05T11:30:21.653842+00:00"},{"alias_kind":"pith_short_8","alias_value":"L6GEPZA3","created_at":"2026-07-05T11:30:21.653842+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X","json":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X.json","graph_json":"https://pith.science/api/pith-number/L6GEPZA3MV2Q5WXATQPI3ZIS5X/graph.json","events_json":"https://pith.science/api/pith-number/L6GEPZA3MV2Q5WXATQPI3ZIS5X/events.json","paper":"https://pith.science/paper/L6GEPZA3"},"agent_actions":{"view_html":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X","download_json":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X.json","view_paper":"https://pith.science/paper/L6GEPZA3","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2501.10461&json=true","fetch_graph":"https://pith.science/api/pith-number/L6GEPZA3MV2Q5WXATQPI3ZIS5X/graph.json","fetch_events":"https://pith.science/api/pith-number/L6GEPZA3MV2Q5WXATQPI3ZIS5X/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X/action/timestamp_anchor","attest_storage":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X/action/storage_attestation","attest_author":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X/action/author_attestation","sign_citation":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X/action/citation_signature","submit_replication":"https://pith.science/pith/L6GEPZA3MV2Q5WXATQPI3ZIS5X/action/replication_record"}},"created_at":"2026-07-05T11:30:21.653842+00:00","updated_at":"2026-07-05T11:30:21.653842+00:00"}