{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:AVNW5G7ARASB5OFSO7RXXWK6ZU","short_pith_number":"pith:AVNW5G7A","canonical_record":{"source":{"id":"2503.13402","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-17T17:34:04Z","cross_cats_sorted":[],"title_canon_sha256":"36263d314c4fbdffca9e50de8cee724b4473f6df3653bbde7934d5632bb4bc8e","abstract_canon_sha256":"18f5bbe459b07fe6bc97a522767e9790a36669ea361920592687f845001a6945"},"schema_version":"1.0"},"canonical_sha256":"055b6e9be088241eb8b277e37bd95ecd3015de9a730535b21317c1a8aa350263","source":{"kind":"arxiv","id":"2503.13402","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.13402","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"arxiv_version","alias_value":"2503.13402v1","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.13402","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"pith_short_12","alias_value":"AVNW5G7ARASB","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"pith_short_16","alias_value":"AVNW5G7ARASB5OFS","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"pith_short_8","alias_value":"AVNW5G7A","created_at":"2026-07-05T10:32:59Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:AVNW5G7ARASB5OFSO7RXXWK6ZU","target":"record","payload":{"canonical_record":{"source":{"id":"2503.13402","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-17T17:34:04Z","cross_cats_sorted":[],"title_canon_sha256":"36263d314c4fbdffca9e50de8cee724b4473f6df3653bbde7934d5632bb4bc8e","abstract_canon_sha256":"18f5bbe459b07fe6bc97a522767e9790a36669ea361920592687f845001a6945"},"schema_version":"1.0"},"canonical_sha256":"055b6e9be088241eb8b277e37bd95ecd3015de9a730535b21317c1a8aa350263","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:32:59.845166Z","signature_b64":"Dwqgw8qK4Rnf9dzf4ymOBC79hg+j/fgyT2uAwPCyGJ6ZhUpQvcMeiZlOvT3yrcFGjyF+MqtHKli/fuqTyII8Aw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"055b6e9be088241eb8b277e37bd95ecd3015de9a730535b21317c1a8aa350263","last_reissued_at":"2026-07-05T10:32:59.844681Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:32:59.844681Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2503.13402","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":"2026-07-05T10:32:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RhQRnDtHJNgktKDh/BdjjyGD4xyCkviXrS53hCF0GEGVdaYaf8Gpn+IkpoGs4V+Rmbck+HKWhC00MObEQNBfDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T09:06:15.002051Z"},"content_sha256":"d34a75f9a4fad597ed2aa396832be726f44188530be9d1143b86318e3aaa5982","schema_version":"1.0","event_id":"sha256:d34a75f9a4fad597ed2aa396832be726f44188530be9d1143b86318e3aaa5982"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:AVNW5G7ARASB5OFSO7RXXWK6ZU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Toward Generative 6G Simulation: An Experimental Multi-Agent LLM and ns-3 Integration","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.NI","authors_text":"Amir Ashtari Gargari, Dusit Niyato, Farhad Rezazadeh, Houbing Song, Lingjia Liu, Sandra Lagen","submitted_at":"2025-03-17T17:34:04Z","abstract_excerpt":"The move toward open Sixth-Generation (6G) networks necessitates a novel approach to full-stack simulation environments for evaluating complex technology developments before prototyping and real-world implementation. This paper introduces an innovative approach\\footnote{A lightweight, mock version of the code is available on GitHub at that combines a multi-agent framework with the Network Simulator 3 (ns-3) to automate and optimize the generation, debugging, execution, and analysis of complex 5G network scenarios. Our framework orchestrates a suite of specialized agents -- namely, the Simulati"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.13402","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/2503.13402/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":"2026-07-05T10:32:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ly5xHO9ADBQoHKO7kIQQRQYIsEhT3dKAWVpi/uOlJCweIxr7eCSKkZJaNe2X4wzr0p1plkEwwaNeR8IpNHs2CQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T09:06:15.002460Z"},"content_sha256":"d16ae3d4da5b8c5a357ba046a629832e7f2a4d4fdf0774cc96e2628c4e14afaf","schema_version":"1.0","event_id":"sha256:d16ae3d4da5b8c5a357ba046a629832e7f2a4d4fdf0774cc96e2628c4e14afaf"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/AVNW5G7ARASB5OFSO7RXXWK6ZU/bundle.json","state_url":"https://pith.science/pith/AVNW5G7ARASB5OFSO7RXXWK6ZU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/AVNW5G7ARASB5OFSO7RXXWK6ZU/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":"2026-08-06T09:06:15Z","links":{"resolver":"https://pith.science/pith/AVNW5G7ARASB5OFSO7RXXWK6ZU","bundle":"https://pith.science/pith/AVNW5G7ARASB5OFSO7RXXWK6ZU/bundle.json","state":"https://pith.science/pith/AVNW5G7ARASB5OFSO7RXXWK6ZU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/AVNW5G7ARASB5OFSO7RXXWK6ZU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:AVNW5G7ARASB5OFSO7RXXWK6ZU","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":"18f5bbe459b07fe6bc97a522767e9790a36669ea361920592687f845001a6945","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-17T17:34:04Z","title_canon_sha256":"36263d314c4fbdffca9e50de8cee724b4473f6df3653bbde7934d5632bb4bc8e"},"schema_version":"1.0","source":{"id":"2503.13402","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.13402","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"arxiv_version","alias_value":"2503.13402v1","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.13402","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"pith_short_12","alias_value":"AVNW5G7ARASB","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"pith_short_16","alias_value":"AVNW5G7ARASB5OFS","created_at":"2026-07-05T10:32:59Z"},{"alias_kind":"pith_short_8","alias_value":"AVNW5G7A","created_at":"2026-07-05T10:32:59Z"}],"graph_snapshots":[{"event_id":"sha256:d16ae3d4da5b8c5a357ba046a629832e7f2a4d4fdf0774cc96e2628c4e14afaf","target":"graph","created_at":"2026-07-05T10:32:59Z","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/2503.13402/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The move toward open Sixth-Generation (6G) networks necessitates a novel approach to full-stack simulation environments for evaluating complex technology developments before prototyping and real-world implementation. This paper introduces an innovative approach\\footnote{A lightweight, mock version of the code is available on GitHub at that combines a multi-agent framework with the Network Simulator 3 (ns-3) to automate and optimize the generation, debugging, execution, and analysis of complex 5G network scenarios. Our framework orchestrates a suite of specialized agents -- namely, the Simulati","authors_text":"Amir Ashtari Gargari, Dusit Niyato, Farhad Rezazadeh, Houbing Song, Lingjia Liu, Sandra Lagen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-17T17:34:04Z","title":"Toward Generative 6G Simulation: An Experimental Multi-Agent LLM and ns-3 Integration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.13402","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:d34a75f9a4fad597ed2aa396832be726f44188530be9d1143b86318e3aaa5982","target":"record","created_at":"2026-07-05T10:32:59Z","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":"18f5bbe459b07fe6bc97a522767e9790a36669ea361920592687f845001a6945","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-03-17T17:34:04Z","title_canon_sha256":"36263d314c4fbdffca9e50de8cee724b4473f6df3653bbde7934d5632bb4bc8e"},"schema_version":"1.0","source":{"id":"2503.13402","kind":"arxiv","version":1}},"canonical_sha256":"055b6e9be088241eb8b277e37bd95ecd3015de9a730535b21317c1a8aa350263","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"055b6e9be088241eb8b277e37bd95ecd3015de9a730535b21317c1a8aa350263","first_computed_at":"2026-07-05T10:32:59.844681Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:32:59.844681Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Dwqgw8qK4Rnf9dzf4ymOBC79hg+j/fgyT2uAwPCyGJ6ZhUpQvcMeiZlOvT3yrcFGjyF+MqtHKli/fuqTyII8Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:32:59.845166Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.13402","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d34a75f9a4fad597ed2aa396832be726f44188530be9d1143b86318e3aaa5982","sha256:d16ae3d4da5b8c5a357ba046a629832e7f2a4d4fdf0774cc96e2628c4e14afaf"],"state_sha256":"e0d94bdade38b702d178885cc470fbac9c4c882fe048ad3d8d622d12eddfecfd"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"o1IYv8W74urdD8jFQE49ag4RNs7Tmeb8s5eCet6a0oTYvhS/qj/djk3TcT3iaTXRw3lYxaT9EcX5SlpNHo/RCg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T09:06:15.007060Z","bundle_sha256":"c42e503ebc98d378b2b13c2d144b653ef680f1a540d51d5e40af7dc236e895c4"}}