{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:WQNMQQ5BDPP7Q3CZT3T2DVGCOM","short_pith_number":"pith:WQNMQQ5B","canonical_record":{"source":{"id":"2508.09660","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NI","submitted_at":"2025-08-13T09:44:51Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"eda1788fbd3ade2f617565d10a1af8f041e696ed62e2b337e822dcf04b070538","abstract_canon_sha256":"5bde6749c9ca405de21aa789478cf8ad9d1cfa6acafc6380727cd06a3e7fcdd1"},"schema_version":"1.0"},"canonical_sha256":"b41ac843a11bdff86c599ee7a1d4c273146d646f697fca48ca7ccddda61b1d35","source":{"kind":"arxiv","id":"2508.09660","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.09660","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"arxiv_version","alias_value":"2508.09660v1","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.09660","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"pith_short_12","alias_value":"WQNMQQ5BDPP7","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"pith_short_16","alias_value":"WQNMQQ5BDPP7Q3CZ","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"pith_short_8","alias_value":"WQNMQQ5B","created_at":"2026-07-05T11:53:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:WQNMQQ5BDPP7Q3CZT3T2DVGCOM","target":"record","payload":{"canonical_record":{"source":{"id":"2508.09660","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NI","submitted_at":"2025-08-13T09:44:51Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"eda1788fbd3ade2f617565d10a1af8f041e696ed62e2b337e822dcf04b070538","abstract_canon_sha256":"5bde6749c9ca405de21aa789478cf8ad9d1cfa6acafc6380727cd06a3e7fcdd1"},"schema_version":"1.0"},"canonical_sha256":"b41ac843a11bdff86c599ee7a1d4c273146d646f697fca48ca7ccddda61b1d35","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:53:19.334461Z","signature_b64":"8v8m8y/27P0I9R+2Wv+zhNmHmQgGOE2R1F5K4sZ+eCZDS5k1ceJllWEimgcG0rkmDzY/BSAORZfunZwwmKLwDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b41ac843a11bdff86c599ee7a1d4c273146d646f697fca48ca7ccddda61b1d35","last_reissued_at":"2026-07-05T11:53:19.333949Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:53:19.333949Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.09660","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":"2026-07-05T11:53:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"hKkLVnrbqnE89qfExYZ//nYci3eU3q/aC06j48O6O4wpXGfHIa9utuZb/iCm9IqzEIjDoeKi72Wwh5h52R1pCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T07:14:00.411214Z"},"content_sha256":"5a66737fc1b2e12811885f161c620f8f2ce6caa8c4f3086016a05fb79144c8cc","schema_version":"1.0","event_id":"sha256:5a66737fc1b2e12811885f161c620f8f2ce6caa8c4f3086016a05fb79144c8cc"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:WQNMQQ5BDPP7Q3CZT3T2DVGCOM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Anomaly Detection for IoT Global Connectivity","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.NI","authors_text":"Andra Lutu, Carlos Segura Perales, Diego Perino, Jesus Oma\\~na Iglesias, Stefan Gei{\\ss}ler","submitted_at":"2025-08-13T09:44:51Z","abstract_excerpt":"Internet of Things (IoT) application providers rely on Mobile Network Operators (MNOs) and roaming infrastructures to deliver their services globally. In this complex ecosystem, where the end-to-end communication path traverses multiple entities, it has become increasingly challenging to guarantee communication availability and reliability. Further, most platform operators use a reactive approach to communication issues, responding to user complaints only after incidents have become severe, compromising service quality. This paper presents our experience in the design and deployment of ANCHOR "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.09660","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/2508.09660/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":"2026-07-05T11:53:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"I3zvCJoq+D3HUhICpVfb/H0Q+h93jvTTk0rOw3cm4Dry9WcUX+mFVhrLcjJr5iCjgx2HPKnc017CP5gWzBdFAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T07:14:00.411714Z"},"content_sha256":"ec314c757fc343d8fd34382a72ff14630862b4bbbc4feb59e0b88fd32aa5cd44","schema_version":"1.0","event_id":"sha256:ec314c757fc343d8fd34382a72ff14630862b4bbbc4feb59e0b88fd32aa5cd44"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WQNMQQ5BDPP7Q3CZT3T2DVGCOM/bundle.json","state_url":"https://pith.science/pith/WQNMQQ5BDPP7Q3CZT3T2DVGCOM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WQNMQQ5BDPP7Q3CZT3T2DVGCOM/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":"2026-08-06T07:14:00Z","links":{"resolver":"https://pith.science/pith/WQNMQQ5BDPP7Q3CZT3T2DVGCOM","bundle":"https://pith.science/pith/WQNMQQ5BDPP7Q3CZT3T2DVGCOM/bundle.json","state":"https://pith.science/pith/WQNMQQ5BDPP7Q3CZT3T2DVGCOM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WQNMQQ5BDPP7Q3CZT3T2DVGCOM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:WQNMQQ5BDPP7Q3CZT3T2DVGCOM","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":"5bde6749c9ca405de21aa789478cf8ad9d1cfa6acafc6380727cd06a3e7fcdd1","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NI","submitted_at":"2025-08-13T09:44:51Z","title_canon_sha256":"eda1788fbd3ade2f617565d10a1af8f041e696ed62e2b337e822dcf04b070538"},"schema_version":"1.0","source":{"id":"2508.09660","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.09660","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"arxiv_version","alias_value":"2508.09660v1","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.09660","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"pith_short_12","alias_value":"WQNMQQ5BDPP7","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"pith_short_16","alias_value":"WQNMQQ5BDPP7Q3CZ","created_at":"2026-07-05T11:53:19Z"},{"alias_kind":"pith_short_8","alias_value":"WQNMQQ5B","created_at":"2026-07-05T11:53:19Z"}],"graph_snapshots":[{"event_id":"sha256:ec314c757fc343d8fd34382a72ff14630862b4bbbc4feb59e0b88fd32aa5cd44","target":"graph","created_at":"2026-07-05T11:53:19Z","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/2508.09660/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Internet of Things (IoT) application providers rely on Mobile Network Operators (MNOs) and roaming infrastructures to deliver their services globally. In this complex ecosystem, where the end-to-end communication path traverses multiple entities, it has become increasingly challenging to guarantee communication availability and reliability. Further, most platform operators use a reactive approach to communication issues, responding to user complaints only after incidents have become severe, compromising service quality. This paper presents our experience in the design and deployment of ANCHOR ","authors_text":"Andra Lutu, Carlos Segura Perales, Diego Perino, Jesus Oma\\~na Iglesias, Stefan Gei{\\ss}ler","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NI","submitted_at":"2025-08-13T09:44:51Z","title":"Anomaly Detection for IoT Global Connectivity"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.09660","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":"sha256:5a66737fc1b2e12811885f161c620f8f2ce6caa8c4f3086016a05fb79144c8cc","target":"record","created_at":"2026-07-05T11:53:19Z","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":"5bde6749c9ca405de21aa789478cf8ad9d1cfa6acafc6380727cd06a3e7fcdd1","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.NI","submitted_at":"2025-08-13T09:44:51Z","title_canon_sha256":"eda1788fbd3ade2f617565d10a1af8f041e696ed62e2b337e822dcf04b070538"},"schema_version":"1.0","source":{"id":"2508.09660","kind":"arxiv","version":1}},"canonical_sha256":"b41ac843a11bdff86c599ee7a1d4c273146d646f697fca48ca7ccddda61b1d35","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b41ac843a11bdff86c599ee7a1d4c273146d646f697fca48ca7ccddda61b1d35","first_computed_at":"2026-07-05T11:53:19.333949Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:53:19.333949Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8v8m8y/27P0I9R+2Wv+zhNmHmQgGOE2R1F5K4sZ+eCZDS5k1ceJllWEimgcG0rkmDzY/BSAORZfunZwwmKLwDg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:53:19.334461Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.09660","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5a66737fc1b2e12811885f161c620f8f2ce6caa8c4f3086016a05fb79144c8cc","sha256:ec314c757fc343d8fd34382a72ff14630862b4bbbc4feb59e0b88fd32aa5cd44"],"state_sha256":"c38d900300ebbdea01838c889c7ed997bcd14486abef4b9b14885915b1361ced"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QVTPjEVFDR9+Ivs6gejvzc2h6gX3bqWJ+DLRv5SahOAMM01JBli2mLa653ZnYZ9++BJijOFMd+Q3EkY1FA/TBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T07:14:00.415433Z","bundle_sha256":"c65377cdd3ea2b8e799a4979bd5ca861dc59ac044dc0d2a175b6c003f5f45406"}}