{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:5VCAG2UL5OORSVSOYJA4CN7USD","short_pith_number":"pith:5VCAG2UL","canonical_record":{"source":{"id":"2503.23132","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-29T15:52:08Z","cross_cats_sorted":["cs.IT","math.IT"],"title_canon_sha256":"7db4216cee82b36b921ad44b082143f23a37c9c4c616755fabcd35f4f1e131f8","abstract_canon_sha256":"5f4423fb3913f7956ab1cdbaa7659f0fa150678e99a501816ea1fff135a12794"},"schema_version":"1.0"},"canonical_sha256":"ed44036a8beb9d19564ec241c137f490f9af0f3f3eede9292147b93f01dc73bc","source":{"kind":"arxiv","id":"2503.23132","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.23132","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"arxiv_version","alias_value":"2503.23132v2","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.23132","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"pith_short_12","alias_value":"5VCAG2UL5OOR","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"pith_short_16","alias_value":"5VCAG2UL5OORSVSO","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"pith_short_8","alias_value":"5VCAG2UL","created_at":"2026-07-05T11:34:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:5VCAG2UL5OORSVSOYJA4CN7USD","target":"record","payload":{"canonical_record":{"source":{"id":"2503.23132","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-29T15:52:08Z","cross_cats_sorted":["cs.IT","math.IT"],"title_canon_sha256":"7db4216cee82b36b921ad44b082143f23a37c9c4c616755fabcd35f4f1e131f8","abstract_canon_sha256":"5f4423fb3913f7956ab1cdbaa7659f0fa150678e99a501816ea1fff135a12794"},"schema_version":"1.0"},"canonical_sha256":"ed44036a8beb9d19564ec241c137f490f9af0f3f3eede9292147b93f01dc73bc","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:34:06.768456Z","signature_b64":"c0dn4FhA/51x9BLqVBrSmS/RUxiA2khgrhSfpdGDkzh/6H/eVLGsJwg51HEf11hjtiexhcHEoOdKgMQ3D1w9AQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ed44036a8beb9d19564ec241c137f490f9af0f3f3eede9292147b93f01dc73bc","last_reissued_at":"2026-07-05T11:34:06.767968Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:34:06.767968Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.23132","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:34:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+aC5UmQlSOts65C64ofzpqvvBCzNlvfJzGv3BOxqBu6BQYIHx8/RWJQX1jylVyEut9V4ndDkUQsk4//NejfNCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T20:52:02.544413Z"},"content_sha256":"8aa4dcb72ee07123a1cf8cbc8e045bf389e79472ba9ae5520b295e2564e7e98b","schema_version":"1.0","event_id":"sha256:8aa4dcb72ee07123a1cf8cbc8e045bf389e79472ba9ae5520b295e2564e7e98b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:5VCAG2UL5OORSVSOYJA4CN7USD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"LAURA: LLM-Assisted UAV Routing for AoI Minimization","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.IT","math.IT"],"primary_cat":"cs.NI","authors_text":"Bisheng Wei, Dusit Niyato, Mugen Peng, Ruichen Zhang, Ruihong Jiang","submitted_at":"2025-03-29T15:52:08Z","abstract_excerpt":"With the rapid growth of the low-altitude economy, there is increasing demand for real-time data collection using UAV-assisted wireless sensor networks. This paper investigates the problem of minimizing the age of information (AoI) in UAV-assisted wireless sensor networks by optimizing the UAV flight routing. We formulate the AoI minimization task and propose a large language model (LLM)-assisted UAV routing algorithm (LAURA). LAURA employs an LLM as intelligent crossover operators within an evolutionary optimization framework to efficiently explore the solution space. Simulation results show "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.23132","kind":"arxiv","version":2},"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/2503.23132/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":"2026-07-05T11:34:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UbLLdsY+qCBiBbc2NuYNUuuEeFfzWTCkXBK2ADRa+TnnMqwF17bJD/IWPZa6HrnUuTwr/h3I1BvhqVY1rRpiBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-17T20:52:02.545302Z"},"content_sha256":"d73246d683cc2831a772cd0d75d57c7b9fbabc4397b4cb08fe3196adb2366c24","schema_version":"1.0","event_id":"sha256:d73246d683cc2831a772cd0d75d57c7b9fbabc4397b4cb08fe3196adb2366c24"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/5VCAG2UL5OORSVSOYJA4CN7USD/bundle.json","state_url":"https://pith.science/pith/5VCAG2UL5OORSVSOYJA4CN7USD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/5VCAG2UL5OORSVSOYJA4CN7USD/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":"2026-08-17T20:52:02Z","links":{"resolver":"https://pith.science/pith/5VCAG2UL5OORSVSOYJA4CN7USD","bundle":"https://pith.science/pith/5VCAG2UL5OORSVSOYJA4CN7USD/bundle.json","state":"https://pith.science/pith/5VCAG2UL5OORSVSOYJA4CN7USD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/5VCAG2UL5OORSVSOYJA4CN7USD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:5VCAG2UL5OORSVSOYJA4CN7USD","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":"5f4423fb3913f7956ab1cdbaa7659f0fa150678e99a501816ea1fff135a12794","cross_cats_sorted":["cs.IT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-29T15:52:08Z","title_canon_sha256":"7db4216cee82b36b921ad44b082143f23a37c9c4c616755fabcd35f4f1e131f8"},"schema_version":"1.0","source":{"id":"2503.23132","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.23132","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"arxiv_version","alias_value":"2503.23132v2","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.23132","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"pith_short_12","alias_value":"5VCAG2UL5OOR","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"pith_short_16","alias_value":"5VCAG2UL5OORSVSO","created_at":"2026-07-05T11:34:06Z"},{"alias_kind":"pith_short_8","alias_value":"5VCAG2UL","created_at":"2026-07-05T11:34:06Z"}],"graph_snapshots":[{"event_id":"sha256:d73246d683cc2831a772cd0d75d57c7b9fbabc4397b4cb08fe3196adb2366c24","target":"graph","created_at":"2026-07-05T11:34:06Z","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/2503.23132/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"With the rapid growth of the low-altitude economy, there is increasing demand for real-time data collection using UAV-assisted wireless sensor networks. This paper investigates the problem of minimizing the age of information (AoI) in UAV-assisted wireless sensor networks by optimizing the UAV flight routing. We formulate the AoI minimization task and propose a large language model (LLM)-assisted UAV routing algorithm (LAURA). LAURA employs an LLM as intelligent crossover operators within an evolutionary optimization framework to efficiently explore the solution space. Simulation results show ","authors_text":"Bisheng Wei, Dusit Niyato, Mugen Peng, Ruichen Zhang, Ruihong Jiang","cross_cats":["cs.IT","math.IT"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-29T15:52:08Z","title":"LAURA: LLM-Assisted UAV Routing for AoI Minimization"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.23132","kind":"arxiv","version":2},"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":"sha256:8aa4dcb72ee07123a1cf8cbc8e045bf389e79472ba9ae5520b295e2564e7e98b","target":"record","created_at":"2026-07-05T11:34:06Z","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":"5f4423fb3913f7956ab1cdbaa7659f0fa150678e99a501816ea1fff135a12794","cross_cats_sorted":["cs.IT","math.IT"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-29T15:52:08Z","title_canon_sha256":"7db4216cee82b36b921ad44b082143f23a37c9c4c616755fabcd35f4f1e131f8"},"schema_version":"1.0","source":{"id":"2503.23132","kind":"arxiv","version":2}},"canonical_sha256":"ed44036a8beb9d19564ec241c137f490f9af0f3f3eede9292147b93f01dc73bc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ed44036a8beb9d19564ec241c137f490f9af0f3f3eede9292147b93f01dc73bc","first_computed_at":"2026-07-05T11:34:06.767968Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:34:06.767968Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"c0dn4FhA/51x9BLqVBrSmS/RUxiA2khgrhSfpdGDkzh/6H/eVLGsJwg51HEf11hjtiexhcHEoOdKgMQ3D1w9AQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:34:06.768456Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.23132","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8aa4dcb72ee07123a1cf8cbc8e045bf389e79472ba9ae5520b295e2564e7e98b","sha256:d73246d683cc2831a772cd0d75d57c7b9fbabc4397b4cb08fe3196adb2366c24"],"state_sha256":"1911640cc619a753d389182a08f181f8ee9256ce97a5987d1073e4026cae5f88"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kFksllKwVk2mY3+TWdyW4RFRX1OrmlwqqTW8w0+nSO4CEYw3mVoqrMRXNAtDyepAUBq6fwQX4oi/VveWJ9VUCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-17T20:52:02.565008Z","bundle_sha256":"06262bc55de0bc411d00d8a765cb9cb01b189cdd8480612e8f64a587561221c4"}}