{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:SDAKZIEVXBIJBY7ZAPEVO3QONF","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":"3b87b5d558e3b9b6b697ab381c24690d3e239ce365ddef93f3e78f9156e16fcf","cross_cats_sorted":["cs.IT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-02-06T18:52:48Z","title_canon_sha256":"c5579564a2c46609a98470818d4f00772cd8b34c1c4e007d34d2b98764449781"},"schema_version":"1.0","source":{"id":"1502.01986","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1502.01986","created_at":"2026-05-18T02:27:50Z"},{"alias_kind":"arxiv_version","alias_value":"1502.01986v1","created_at":"2026-05-18T02:27:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1502.01986","created_at":"2026-05-18T02:27:50Z"},{"alias_kind":"pith_short_12","alias_value":"SDAKZIEVXBIJ","created_at":"2026-05-18T12:29:39Z"},{"alias_kind":"pith_short_16","alias_value":"SDAKZIEVXBIJBY7Z","created_at":"2026-05-18T12:29:39Z"},{"alias_kind":"pith_short_8","alias_value":"SDAKZIEV","created_at":"2026-05-18T12:29:39Z"}],"graph_snapshots":[{"event_id":"sha256:5931dd687ad3d9a2ea78f1a9807fc6c02ca3be5c53d68c49969c6c2a72edff96","target":"graph","created_at":"2026-05-18T02:27:50Z","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"},"paper":{"abstract_excerpt":"Censoring has been proposed to be utilized in wireless distributed detection networks with a fusion center to enhance network performance in terms of error probability in addition to the well-established energy saving gains. In this paper, we further examine the employment of censoring in infrastructure-less cognitive radio networks, where nodes employ binary consensus algorithms to take global decisions regarding a binary hypothesis test without a fusion center to coordinate such a process. We show analytically - and verify by simulations - that censoring enhances the performance of such netw","authors_text":"Mohamed Seif, Mohammed Karmoose, Moustafa Youssef","cross_cats":["cs.IT","math.IT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-02-06T18:52:48Z","title":"Censoring for Improved Sensing Performance in Infrastructure-less Cognitive Radio Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1502.01986","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:c60bee05290388c4476033dc723037f9f46ef93322bb3d186ff091320679e6a1","target":"record","created_at":"2026-05-18T02:27:50Z","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":"3b87b5d558e3b9b6b697ab381c24690d3e239ce365ddef93f3e78f9156e16fcf","cross_cats_sorted":["cs.IT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2015-02-06T18:52:48Z","title_canon_sha256":"c5579564a2c46609a98470818d4f00772cd8b34c1c4e007d34d2b98764449781"},"schema_version":"1.0","source":{"id":"1502.01986","kind":"arxiv","version":1}},"canonical_sha256":"90c0aca095b85090e3f903c9576e0e69664a416889baafe38d7cd20810f4dbe5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"90c0aca095b85090e3f903c9576e0e69664a416889baafe38d7cd20810f4dbe5","first_computed_at":"2026-05-18T02:27:50.291754Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:27:50.291754Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"u1alf1u/Hpoy6DWSuy60EV3uWNzBNcI5A1k7rQnW7vbjaTKDew76BnKvl3O+h4Mh3HM7tvxACGBbOHRxAUd4BQ==","signature_status":"signed_v1","signed_at":"2026-05-18T02:27:50.292245Z","signed_message":"canonical_sha256_bytes"},"source_id":"1502.01986","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c60bee05290388c4476033dc723037f9f46ef93322bb3d186ff091320679e6a1","sha256:5931dd687ad3d9a2ea78f1a9807fc6c02ca3be5c53d68c49969c6c2a72edff96"],"state_sha256":"3c90ec8cb6453899d5be7ee02bc79bbf0cacd2191b02f87b12deaf669e19b5b5"}