{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:EUVBDRBBPEXEFBQNQUWFGVPBIS","short_pith_number":"pith:EUVBDRBB","canonical_record":{"source":{"id":"2505.06789","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-05-11T00:08:23Z","cross_cats_sorted":[],"title_canon_sha256":"7b2f4f724de0a7249f878a73c7216ab008b77a703d6c752960b12962f05b3226","abstract_canon_sha256":"19559af48263f38467d3bdf7e76f119a7f6e9bee1e42160752f14f7380a19040"},"schema_version":"1.0"},"canonical_sha256":"252a11c421792e42860d852c5355e1449eac54b4a9f8619a960731c0b81d3472","source":{"kind":"arxiv","id":"2505.06789","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.06789","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"arxiv_version","alias_value":"2505.06789v1","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.06789","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"pith_short_12","alias_value":"EUVBDRBBPEXE","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"pith_short_16","alias_value":"EUVBDRBBPEXEFBQN","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"pith_short_8","alias_value":"EUVBDRBB","created_at":"2026-07-05T11:01:15Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:EUVBDRBBPEXEFBQNQUWFGVPBIS","target":"record","payload":{"canonical_record":{"source":{"id":"2505.06789","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-05-11T00:08:23Z","cross_cats_sorted":[],"title_canon_sha256":"7b2f4f724de0a7249f878a73c7216ab008b77a703d6c752960b12962f05b3226","abstract_canon_sha256":"19559af48263f38467d3bdf7e76f119a7f6e9bee1e42160752f14f7380a19040"},"schema_version":"1.0"},"canonical_sha256":"252a11c421792e42860d852c5355e1449eac54b4a9f8619a960731c0b81d3472","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:01:15.689532Z","signature_b64":"anEVhqPs0sPXvvRWzwAlfHpvB0lX9SyZFfjLzdrZgphW4t57t94417I4HTO7cW1KItk0yNGDBQoHELTNbYt8Aw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"252a11c421792e42860d852c5355e1449eac54b4a9f8619a960731c0b81d3472","last_reissued_at":"2026-07-05T11:01:15.688992Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:01:15.688992Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2505.06789","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":"2026-07-05T11:01:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pN1R4m8T3nQ2ZZtfgaNjfVci4XsAGMBkL6Srh6XJj/4baRrkdYDvdvfc0i2SXwLQwwNLGRU4NrnI4HUz0oL+Dg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T09:59:01.064458Z"},"content_sha256":"2e1f028d981c6cde5a1c91032f77e4ae64371845398ffe72df097436980d4758","schema_version":"1.0","event_id":"sha256:2e1f028d981c6cde5a1c91032f77e4ae64371845398ffe72df097436980d4758"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:EUVBDRBBPEXEFBQNQUWFGVPBIS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards NWDAF-enabled Analytics and Closed-Loop Automation in 5G Networks","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.NI","authors_text":"Fatemeh Shafiei Ardestani, Niloy Saha, Noura Limam, Raouf Boutaba","submitted_at":"2025-05-11T00:08:23Z","abstract_excerpt":"The fifth generation of cellular technology (5G) delivers faster speeds, lower latency, and improved network service alongside support for a large number of users and a diverse range of verticals. This brings increased complexity to network control and management, making closed-loop automation essential. In response, the 3rd Generation Partnership Project (3GPP) introduced the Network Data Analytics Function (NWDAF) to streamline network monitoring by collecting, analyzing, and providing insights from network data. While prior research has focused mainly on isolated applications of machine lea"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.06789","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/2505.06789/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":"2026-07-05T11:01:15Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pUStXKxvP5YH6zmCxX5fZfBWv9tpU7C02nISPC9a+GHtmTDfjfELDB0C0K5AttlZ8pyY72ynqc+4ly0pr80yBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T09:59:01.064953Z"},"content_sha256":"84e6238016fc2f53c63783704a51c6917911c450586ff98254c7897baec761e9","schema_version":"1.0","event_id":"sha256:84e6238016fc2f53c63783704a51c6917911c450586ff98254c7897baec761e9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/EUVBDRBBPEXEFBQNQUWFGVPBIS/bundle.json","state_url":"https://pith.science/pith/EUVBDRBBPEXEFBQNQUWFGVPBIS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/EUVBDRBBPEXEFBQNQUWFGVPBIS/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":"2026-08-08T09:59:01Z","links":{"resolver":"https://pith.science/pith/EUVBDRBBPEXEFBQNQUWFGVPBIS","bundle":"https://pith.science/pith/EUVBDRBBPEXEFBQNQUWFGVPBIS/bundle.json","state":"https://pith.science/pith/EUVBDRBBPEXEFBQNQUWFGVPBIS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/EUVBDRBBPEXEFBQNQUWFGVPBIS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:EUVBDRBBPEXEFBQNQUWFGVPBIS","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":"19559af48263f38467d3bdf7e76f119a7f6e9bee1e42160752f14f7380a19040","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-05-11T00:08:23Z","title_canon_sha256":"7b2f4f724de0a7249f878a73c7216ab008b77a703d6c752960b12962f05b3226"},"schema_version":"1.0","source":{"id":"2505.06789","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.06789","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"arxiv_version","alias_value":"2505.06789v1","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.06789","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"pith_short_12","alias_value":"EUVBDRBBPEXE","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"pith_short_16","alias_value":"EUVBDRBBPEXEFBQN","created_at":"2026-07-05T11:01:15Z"},{"alias_kind":"pith_short_8","alias_value":"EUVBDRBB","created_at":"2026-07-05T11:01:15Z"}],"graph_snapshots":[{"event_id":"sha256:84e6238016fc2f53c63783704a51c6917911c450586ff98254c7897baec761e9","target":"graph","created_at":"2026-07-05T11:01:15Z","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/2505.06789/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The fifth generation of cellular technology (5G) delivers faster speeds, lower latency, and improved network service alongside support for a large number of users and a diverse range of verticals. This brings increased complexity to network control and management, making closed-loop automation essential. In response, the 3rd Generation Partnership Project (3GPP) introduced the Network Data Analytics Function (NWDAF) to streamline network monitoring by collecting, analyzing, and providing insights from network data. While prior research has focused mainly on isolated applications of machine lea","authors_text":"Fatemeh Shafiei Ardestani, Niloy Saha, Noura Limam, Raouf Boutaba","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-05-11T00:08:23Z","title":"Towards NWDAF-enabled Analytics and Closed-Loop Automation in 5G Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.06789","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":"sha256:2e1f028d981c6cde5a1c91032f77e4ae64371845398ffe72df097436980d4758","target":"record","created_at":"2026-07-05T11:01:15Z","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":"19559af48263f38467d3bdf7e76f119a7f6e9bee1e42160752f14f7380a19040","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-05-11T00:08:23Z","title_canon_sha256":"7b2f4f724de0a7249f878a73c7216ab008b77a703d6c752960b12962f05b3226"},"schema_version":"1.0","source":{"id":"2505.06789","kind":"arxiv","version":1}},"canonical_sha256":"252a11c421792e42860d852c5355e1449eac54b4a9f8619a960731c0b81d3472","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"252a11c421792e42860d852c5355e1449eac54b4a9f8619a960731c0b81d3472","first_computed_at":"2026-07-05T11:01:15.688992Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:01:15.688992Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"anEVhqPs0sPXvvRWzwAlfHpvB0lX9SyZFfjLzdrZgphW4t57t94417I4HTO7cW1KItk0yNGDBQoHELTNbYt8Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:01:15.689532Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.06789","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2e1f028d981c6cde5a1c91032f77e4ae64371845398ffe72df097436980d4758","sha256:84e6238016fc2f53c63783704a51c6917911c450586ff98254c7897baec761e9"],"state_sha256":"6b1b925c1d5ab01e0fa4682c4382d5e560ac2371f6278323b76489e407fbcc9d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"yy083j4z8MBuI+BbgDMm2g6mCkMf1Ld+7W32WCrA4mbkcADaZTGJQozuBA42jIZG9E9OiNldWNKJvgI3VXOWDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T09:59:01.068995Z","bundle_sha256":"9b3b8b601343cc780b87a4c168f51c184f009da903a68be3e686e9e7c0a50e72"}}