{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:ULVROHMWDU2SQEGB73INGI2ABA","short_pith_number":"pith:ULVROHMW","canonical_record":{"source":{"id":"2411.16232","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-11-25T09:46:41Z","cross_cats_sorted":[],"title_canon_sha256":"6b665040a31f057f537c622f889a0f702671f4a032cb0039350ba20c8cd55d24","abstract_canon_sha256":"27e1bc22df5c72763ea6d73ce9bc866007dba802d856b54cb9c82038d9dca37d"},"schema_version":"1.0"},"canonical_sha256":"a2eb171d961d352810c1fed0d3234008391d8913154f98d35c79bb6a8c92c508","source":{"kind":"arxiv","id":"2411.16232","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.16232","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"arxiv_version","alias_value":"2411.16232v1","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.16232","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"pith_short_12","alias_value":"ULVROHMWDU2S","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"pith_short_16","alias_value":"ULVROHMWDU2SQEGB","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"pith_short_8","alias_value":"ULVROHMW","created_at":"2026-07-05T09:40:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:ULVROHMWDU2SQEGB73INGI2ABA","target":"record","payload":{"canonical_record":{"source":{"id":"2411.16232","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-11-25T09:46:41Z","cross_cats_sorted":[],"title_canon_sha256":"6b665040a31f057f537c622f889a0f702671f4a032cb0039350ba20c8cd55d24","abstract_canon_sha256":"27e1bc22df5c72763ea6d73ce9bc866007dba802d856b54cb9c82038d9dca37d"},"schema_version":"1.0"},"canonical_sha256":"a2eb171d961d352810c1fed0d3234008391d8913154f98d35c79bb6a8c92c508","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:40:06.337846Z","signature_b64":"9MaAW+dWky3TRS+tih6tjTXLDVXM9HPoDnyI/QNmFpmxHesMmQxFde3BZH+kX7UgkmbN4MK/lv4iAx0KSMJPAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a2eb171d961d352810c1fed0d3234008391d8913154f98d35c79bb6a8c92c508","last_reissued_at":"2026-07-05T09:40:06.337289Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:40:06.337289Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.16232","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":"2026-07-05T09:40:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"hEUsVEnq3xgSBETK3IGGO/De8UhvCCTnivfLa2WnvbbyudmE9DIg4Jf7YJh7uS1fydWK+d5V6qyYEOCJQ6JSDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T13:36:26.977853Z"},"content_sha256":"488434b83a8353c36f1f04965e28f9addad6add8ec110d7364b591826c07efe0","schema_version":"1.0","event_id":"sha256:488434b83a8353c36f1f04965e28f9addad6add8ec110d7364b591826c07efe0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:ULVROHMWDU2SQEGB73INGI2ABA","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Poster: Could Large Language Models Perform Network Management?","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.NI","authors_text":"Jean-Pierre Giacalone, Michael Baddeley, Monika Prakash, Zine el abidine Kherroubi","submitted_at":"2024-11-25T09:46:41Z","abstract_excerpt":"Modern wireless communication systems have become increasingly complex due to the proliferation of wireless devices, increasing performance standards, and growing security threats. Managing these networks is becoming more challenging, requiring the use of advanced network management methods and tools. AI-driven network management systems such as Self-Optimizing Networks (SONs) are gaining attention. On the other hand, Large Language Models (LLMs) have been demonstrating exceptional zero-shot learning and generalization capabilities across several domains. In this paper, we leverage the potenti"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.16232","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/2411.16232/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":"2026-07-05T09:40:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"McqjxwaFU5INf2MMI8Oi1Z1K+nTPWh2Je1ztTtn7MuCSWAPXi5Vt3qXJ2b0jcxh5c/br3MO2Z5DAyq7XVKqvAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T13:36:26.978230Z"},"content_sha256":"5bb388eadb489077823f5f8caccc68574560cf038b4ac8e24529298252a1f7b4","schema_version":"1.0","event_id":"sha256:5bb388eadb489077823f5f8caccc68574560cf038b4ac8e24529298252a1f7b4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ULVROHMWDU2SQEGB73INGI2ABA/bundle.json","state_url":"https://pith.science/pith/ULVROHMWDU2SQEGB73INGI2ABA/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ULVROHMWDU2SQEGB73INGI2ABA/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":"2026-08-13T13:36:26Z","links":{"resolver":"https://pith.science/pith/ULVROHMWDU2SQEGB73INGI2ABA","bundle":"https://pith.science/pith/ULVROHMWDU2SQEGB73INGI2ABA/bundle.json","state":"https://pith.science/pith/ULVROHMWDU2SQEGB73INGI2ABA/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ULVROHMWDU2SQEGB73INGI2ABA/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ULVROHMWDU2SQEGB73INGI2ABA","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":"27e1bc22df5c72763ea6d73ce9bc866007dba802d856b54cb9c82038d9dca37d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-11-25T09:46:41Z","title_canon_sha256":"6b665040a31f057f537c622f889a0f702671f4a032cb0039350ba20c8cd55d24"},"schema_version":"1.0","source":{"id":"2411.16232","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.16232","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"arxiv_version","alias_value":"2411.16232v1","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.16232","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"pith_short_12","alias_value":"ULVROHMWDU2S","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"pith_short_16","alias_value":"ULVROHMWDU2SQEGB","created_at":"2026-07-05T09:40:06Z"},{"alias_kind":"pith_short_8","alias_value":"ULVROHMW","created_at":"2026-07-05T09:40:06Z"}],"graph_snapshots":[{"event_id":"sha256:5bb388eadb489077823f5f8caccc68574560cf038b4ac8e24529298252a1f7b4","target":"graph","created_at":"2026-07-05T09:40:06Z","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/2411.16232/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern wireless communication systems have become increasingly complex due to the proliferation of wireless devices, increasing performance standards, and growing security threats. Managing these networks is becoming more challenging, requiring the use of advanced network management methods and tools. AI-driven network management systems such as Self-Optimizing Networks (SONs) are gaining attention. On the other hand, Large Language Models (LLMs) have been demonstrating exceptional zero-shot learning and generalization capabilities across several domains. In this paper, we leverage the potenti","authors_text":"Jean-Pierre Giacalone, Michael Baddeley, Monika Prakash, Zine el abidine Kherroubi","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-11-25T09:46:41Z","title":"Poster: Could Large Language Models Perform Network Management?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.16232","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":"sha256:488434b83a8353c36f1f04965e28f9addad6add8ec110d7364b591826c07efe0","target":"record","created_at":"2026-07-05T09:40:06Z","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":"27e1bc22df5c72763ea6d73ce9bc866007dba802d856b54cb9c82038d9dca37d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.NI","submitted_at":"2024-11-25T09:46:41Z","title_canon_sha256":"6b665040a31f057f537c622f889a0f702671f4a032cb0039350ba20c8cd55d24"},"schema_version":"1.0","source":{"id":"2411.16232","kind":"arxiv","version":1}},"canonical_sha256":"a2eb171d961d352810c1fed0d3234008391d8913154f98d35c79bb6a8c92c508","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a2eb171d961d352810c1fed0d3234008391d8913154f98d35c79bb6a8c92c508","first_computed_at":"2026-07-05T09:40:06.337289Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:40:06.337289Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9MaAW+dWky3TRS+tih6tjTXLDVXM9HPoDnyI/QNmFpmxHesMmQxFde3BZH+kX7UgkmbN4MK/lv4iAx0KSMJPAw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:40:06.337846Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.16232","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:488434b83a8353c36f1f04965e28f9addad6add8ec110d7364b591826c07efe0","sha256:5bb388eadb489077823f5f8caccc68574560cf038b4ac8e24529298252a1f7b4"],"state_sha256":"37671f31b25dbd6285a139755a54951de4879fc10c65bef2a40284febc87a6e6"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1FHn04XTfrWK8juHvo76/XQq1h5goqh+h/vTDSCQKKvCHFgNl7RlALs/Vmi2Cij80oxT1A6FkRNZMnc0CaHkDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T13:36:26.981268Z","bundle_sha256":"935c63e4e6690fce677898b9ff86081083481a7ef33fe1ed362813133ee44468"}}