{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:I64C4PLIPTU5OVBLAM4VIYZUON","short_pith_number":"pith:I64C4PLI","canonical_record":{"source":{"id":"2504.15474","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-04-21T22:50:31Z","cross_cats_sorted":[],"title_canon_sha256":"fe88e77786be0baac62e508f88a2ff93ba1ecc066ac90b591231004844197220","abstract_canon_sha256":"115d5285b1635df3388d18c2c9fd43f5b6bc8c4fa9b6c889cad696b6d7a1b145"},"schema_version":"1.0"},"canonical_sha256":"47b82e3d687ce9d7542b0339546334734255adae2fb919feb7b7bd6884838d1d","source":{"kind":"arxiv","id":"2504.15474","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.15474","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"arxiv_version","alias_value":"2504.15474v1","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.15474","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"pith_short_12","alias_value":"I64C4PLIPTU5","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"pith_short_16","alias_value":"I64C4PLIPTU5OVBL","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"pith_short_8","alias_value":"I64C4PLI","created_at":"2026-07-05T10:52:24Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:I64C4PLIPTU5OVBLAM4VIYZUON","target":"record","payload":{"canonical_record":{"source":{"id":"2504.15474","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-04-21T22:50:31Z","cross_cats_sorted":[],"title_canon_sha256":"fe88e77786be0baac62e508f88a2ff93ba1ecc066ac90b591231004844197220","abstract_canon_sha256":"115d5285b1635df3388d18c2c9fd43f5b6bc8c4fa9b6c889cad696b6d7a1b145"},"schema_version":"1.0"},"canonical_sha256":"47b82e3d687ce9d7542b0339546334734255adae2fb919feb7b7bd6884838d1d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:52:24.998039Z","signature_b64":"YzpVnkSSQqkrVCWaaCgf30OWAk9YeEJ5zPGCaekK45IqA+ZF74ZfUzmTp8IKSZ0QwZSllMGBEdWS9TuD7UOXAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"47b82e3d687ce9d7542b0339546334734255adae2fb919feb7b7bd6884838d1d","last_reissued_at":"2026-07-05T10:52:24.997532Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:52:24.997532Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2504.15474","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:52:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IXXlgpRfQANU6OhIPtl1qsaN0efo4Stuh/DRPuquMTXxTr76ns5DxtzD8wWdPTdTbfercVLAbnsvBaeKayorBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T05:34:52.823253Z"},"content_sha256":"e7c355b457870a867b9103e0bb2073440b868873a232ee3ddc40fa2cd6a57136","schema_version":"1.0","event_id":"sha256:e7c355b457870a867b9103e0bb2073440b868873a232ee3ddc40fa2cd6a57136"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:I64C4PLIPTU5OVBLAM4VIYZUON","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Agent for User: Testing Multi-User Interactive Features in TikTok","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.SE","authors_text":"Changhao Du, Chunyang Chen, Gang Huo, Huaxiao Liu, Qingnan Wang, Sidong Feng, Xu Yang, Zhengwei Lv","submitted_at":"2025-04-21T22:50:31Z","abstract_excerpt":"TikTok, a widely-used social media app boasting over a billion monthly active users, requires effective app quality assurance for its intricate features. Feature testing is crucial in achieving this goal. However, the multi-user interactive features within the app, such as live streaming, voice calls, etc., pose significant challenges for developers, who must handle simultaneous device management and user interaction coordination. To address this, we introduce a novel multi-agent approach, powered by the Large Language Models (LLMs), to automate the testing of multi-user interactive app featur"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.15474","kind":"arxiv","version":1},"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/2504.15474/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T10:52:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ujdqPt8oqtlE1Un84QkZxiCvXyOKJUNGKIgY8HR7I/69RD5f6Jfqhf6jaP/nHO7iN0YEdt0j4/2jIkNO0x9yCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T05:34:52.823793Z"},"content_sha256":"f734e4825aa7f1330b053424f09e76ce700505eea5f4132442503d2544bc5f27","schema_version":"1.0","event_id":"sha256:f734e4825aa7f1330b053424f09e76ce700505eea5f4132442503d2544bc5f27"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/I64C4PLIPTU5OVBLAM4VIYZUON/bundle.json","state_url":"https://pith.science/pith/I64C4PLIPTU5OVBLAM4VIYZUON/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/I64C4PLIPTU5OVBLAM4VIYZUON/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-21T05:34:52Z","links":{"resolver":"https://pith.science/pith/I64C4PLIPTU5OVBLAM4VIYZUON","bundle":"https://pith.science/pith/I64C4PLIPTU5OVBLAM4VIYZUON/bundle.json","state":"https://pith.science/pith/I64C4PLIPTU5OVBLAM4VIYZUON/state.json","well_known_bundle":"https://pith.science/.well-known/pith/I64C4PLIPTU5OVBLAM4VIYZUON/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:I64C4PLIPTU5OVBLAM4VIYZUON","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":"115d5285b1635df3388d18c2c9fd43f5b6bc8c4fa9b6c889cad696b6d7a1b145","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-04-21T22:50:31Z","title_canon_sha256":"fe88e77786be0baac62e508f88a2ff93ba1ecc066ac90b591231004844197220"},"schema_version":"1.0","source":{"id":"2504.15474","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2504.15474","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"arxiv_version","alias_value":"2504.15474v1","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2504.15474","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"pith_short_12","alias_value":"I64C4PLIPTU5","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"pith_short_16","alias_value":"I64C4PLIPTU5OVBL","created_at":"2026-07-05T10:52:24Z"},{"alias_kind":"pith_short_8","alias_value":"I64C4PLI","created_at":"2026-07-05T10:52:24Z"}],"graph_snapshots":[{"event_id":"sha256:f734e4825aa7f1330b053424f09e76ce700505eea5f4132442503d2544bc5f27","target":"graph","created_at":"2026-07-05T10:52:24Z","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/2504.15474/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"TikTok, a widely-used social media app boasting over a billion monthly active users, requires effective app quality assurance for its intricate features. Feature testing is crucial in achieving this goal. However, the multi-user interactive features within the app, such as live streaming, voice calls, etc., pose significant challenges for developers, who must handle simultaneous device management and user interaction coordination. To address this, we introduce a novel multi-agent approach, powered by the Large Language Models (LLMs), to automate the testing of multi-user interactive app featur","authors_text":"Changhao Du, Chunyang Chen, Gang Huo, Huaxiao Liu, Qingnan Wang, Sidong Feng, Xu Yang, Zhengwei Lv","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-04-21T22:50:31Z","title":"Agent for User: Testing Multi-User Interactive Features in TikTok"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2504.15474","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:e7c355b457870a867b9103e0bb2073440b868873a232ee3ddc40fa2cd6a57136","target":"record","created_at":"2026-07-05T10:52:24Z","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":"115d5285b1635df3388d18c2c9fd43f5b6bc8c4fa9b6c889cad696b6d7a1b145","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-04-21T22:50:31Z","title_canon_sha256":"fe88e77786be0baac62e508f88a2ff93ba1ecc066ac90b591231004844197220"},"schema_version":"1.0","source":{"id":"2504.15474","kind":"arxiv","version":1}},"canonical_sha256":"47b82e3d687ce9d7542b0339546334734255adae2fb919feb7b7bd6884838d1d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"47b82e3d687ce9d7542b0339546334734255adae2fb919feb7b7bd6884838d1d","first_computed_at":"2026-07-05T10:52:24.997532Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:52:24.997532Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YzpVnkSSQqkrVCWaaCgf30OWAk9YeEJ5zPGCaekK45IqA+ZF74ZfUzmTp8IKSZ0QwZSllMGBEdWS9TuD7UOXAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:52:24.998039Z","signed_message":"canonical_sha256_bytes"},"source_id":"2504.15474","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e7c355b457870a867b9103e0bb2073440b868873a232ee3ddc40fa2cd6a57136","sha256:f734e4825aa7f1330b053424f09e76ce700505eea5f4132442503d2544bc5f27"],"state_sha256":"fc65e67023510a50d3af03618500a115f2bcd82422e8b133f93448e57d48398b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"IdUqjUDUHWSPNsbt0d67Fnix7IG2pdxaWOdPY3NCnv62GUMiUHWm/yj1avQxBn5PvMWzdoMhSPCT1ms1DPMCBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T05:34:52.830987Z","bundle_sha256":"9adeacc3d3fdd3f3be1bc04145093a8d9563d15632466f0c7833418066ced9f6"}}