{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:XNGZWU72WT2B6UL6TS7RNOZPDB","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":"cf284d6d62dd49943491aa2a2cf12d2eee6f2ab57143813c7920c52442315b79","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-10-02T14:34:59Z","title_canon_sha256":"f8bee236a1b3f9e72966f45ad812b6b55fdb7c865cb7aeecd3fd65e1408da992"},"schema_version":"1.0","source":{"id":"2511.17505","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2511.17505","created_at":"2026-07-15T00:21:14Z"},{"alias_kind":"arxiv_version","alias_value":"2511.17505v1","created_at":"2026-07-15T00:21:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2511.17505","created_at":"2026-07-15T00:21:14Z"},{"alias_kind":"pith_short_12","alias_value":"XNGZWU72WT2B","created_at":"2026-07-15T00:21:14Z"},{"alias_kind":"pith_short_16","alias_value":"XNGZWU72WT2B6UL6","created_at":"2026-07-15T00:21:14Z"},{"alias_kind":"pith_short_8","alias_value":"XNGZWU72","created_at":"2026-07-15T00:21:14Z"}],"graph_snapshots":[{"event_id":"sha256:58f805dbf4e437af8ded0d5d363b6b3001411e8523c1c60f15529caf84462882","target":"graph","created_at":"2026-07-15T00:21:14Z","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/2511.17505/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"To keep modern Radio Access Networks (RAN) running smoothly, operators need to spot the real-world triggers behind Service-Level Agreement (SLA) breaches well before customers feel them. We introduce an AI/ML pipeline that does two things most tools miss: (1) finds the likely root-cause indicators and (2) reveals the exact order in which those events unfold. We start by labeling network data: records linked to past SLA breaches are marked `abnormal', and everything else `normal'. Our model then learns the causal chain that turns normal behavior into a fault. In Monte Carlo tests the approach p","authors_text":"Chenhua Shi, Jayanta Choudhury, Joji Philip, Subhadip Bandyopadhyay","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-10-02T14:34:59Z","title":"Causal Intervention Sequence Analysis for Fault Tracking in Radio Access Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2511.17505","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":"sha256:977f48eacf4a75c409af8ed2cded7bdd689900a311192a32f0769d42e73962a1","target":"record","created_at":"2026-07-15T00:21:14Z","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":"cf284d6d62dd49943491aa2a2cf12d2eee6f2ab57143813c7920c52442315b79","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2025-10-02T14:34:59Z","title_canon_sha256":"f8bee236a1b3f9e72966f45ad812b6b55fdb7c865cb7aeecd3fd65e1408da992"},"schema_version":"1.0","source":{"id":"2511.17505","kind":"arxiv","version":1}},"canonical_sha256":"bb4d9b53fab4f41f517e9cbf16bb2f185cf81b1184c506e7628a05e4fdce73a0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bb4d9b53fab4f41f517e9cbf16bb2f185cf81b1184c506e7628a05e4fdce73a0","first_computed_at":"2026-07-15T00:21:14.398332Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-15T00:21:14.398332Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1liCTJlG58JjONozay2EVicLpRfBBMikG3vDisYjhWKgqD4kCQle7tpIXnoT5ZzzEi3/zo8Wt9dVUMiAlb0/DA==","signature_status":"signed_v1","signed_at":"2026-07-15T00:21:14.399344Z","signed_message":"canonical_sha256_bytes"},"source_id":"2511.17505","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:977f48eacf4a75c409af8ed2cded7bdd689900a311192a32f0769d42e73962a1","sha256:58f805dbf4e437af8ded0d5d363b6b3001411e8523c1c60f15529caf84462882"],"state_sha256":"165955fe700a7af38a4908eda0e4fc9b42b8b9fa2e3322be20eb1aadeabbfdcb"}