{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:YTE3LDMJJPE4NGMTPDZW3O3VIR","short_pith_number":"pith:YTE3LDMJ","canonical_record":{"source":{"id":"2401.11391","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2024-01-21T03:46:00Z","cross_cats_sorted":["cs.IT","math.IT"],"title_canon_sha256":"aea88601a12cba3427a54f8982d2c9564a51ff9a7da59101fd6b2d492811d056","abstract_canon_sha256":"6eaae0bb0238754bebd04aca9814c90a3e2b58527259b324c542cd1953c131f4"},"schema_version":"1.0"},"canonical_sha256":"c4c9b58d894bc9c6999378f36dbb754459299155001a99d600615fb5539c06ad","source":{"kind":"arxiv","id":"2401.11391","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.11391","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"arxiv_version","alias_value":"2401.11391v1","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.11391","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"pith_short_12","alias_value":"YTE3LDMJJPE4","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"pith_short_16","alias_value":"YTE3LDMJJPE4NGMT","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"pith_short_8","alias_value":"YTE3LDMJ","created_at":"2026-07-05T09:46:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:YTE3LDMJJPE4NGMTPDZW3O3VIR","target":"record","payload":{"canonical_record":{"source":{"id":"2401.11391","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2024-01-21T03:46:00Z","cross_cats_sorted":["cs.IT","math.IT"],"title_canon_sha256":"aea88601a12cba3427a54f8982d2c9564a51ff9a7da59101fd6b2d492811d056","abstract_canon_sha256":"6eaae0bb0238754bebd04aca9814c90a3e2b58527259b324c542cd1953c131f4"},"schema_version":"1.0"},"canonical_sha256":"c4c9b58d894bc9c6999378f36dbb754459299155001a99d600615fb5539c06ad","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:46:44.415227Z","signature_b64":"5aycfaTO6RtsnFMe7Hmqji0nGiaKt8Xb/Qr4kGhTerCFMt0yGvNzaPIlmX4RMZNqCekZwMQbUn2gAXemrXtuAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c4c9b58d894bc9c6999378f36dbb754459299155001a99d600615fb5539c06ad","last_reissued_at":"2026-07-05T09:46:44.414723Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:46:44.414723Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2401.11391","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":"2026-07-05T09:46:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"E4kcbrywtIU9ZcsBNK9XD+NS2tzDZorb6N4+UiCMOYDY4AmMmNcWVmhcTQ5uNJC+EjhwoJalS/+2sAYjq4NLBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T03:36:48.179189Z"},"content_sha256":"909a84e375f6fe91714c356b5a494e43c9bcc516f5710af8c9cea9b48cc2d25d","schema_version":"1.0","event_id":"sha256:909a84e375f6fe91714c356b5a494e43c9bcc516f5710af8c9cea9b48cc2d25d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:YTE3LDMJJPE4NGMTPDZW3O3VIR","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Interactive AI with Retrieval-Augmented Generation for Next Generation Networking","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.IT","math.IT"],"primary_cat":"cs.NI","authors_text":"Dusit Niyato, Hongyang Du, H. Vincent Poor, Jiawen Kang, Ruichen Zhang, Sumei Sun, Xuemin Shen, Yinqiu Liu","submitted_at":"2024-01-21T03:46:00Z","abstract_excerpt":"With the advance of artificial intelligence (AI), the emergence of Google Gemini and OpenAI Q* marks the direction towards artificial general intelligence (AGI). To implement AGI, the concept of interactive AI (IAI) has been introduced, which can interactively understand and respond not only to human user input but also to dynamic system and network conditions. In this article, we explore an integration and enhancement of IAI in networking. We first comprehensively review recent developments and future perspectives of AI and then introduce the technology and components of IAI. We then explore "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.11391","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/2401.11391/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":"2026-07-05T09:46:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ai9nAQMGOrwgOxCdZAFsYcTp5j+h8XDyRDXgVBO1RJ1MY8CnPXTlKBid8Vgk83fRzLQ2/AIlOtGPAbc0xcFSAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T03:36:48.179714Z"},"content_sha256":"d7d5df5f0d81a5f92b039b8217eceea78e62138730c7e346d84d595e128260dc","schema_version":"1.0","event_id":"sha256:d7d5df5f0d81a5f92b039b8217eceea78e62138730c7e346d84d595e128260dc"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YTE3LDMJJPE4NGMTPDZW3O3VIR/bundle.json","state_url":"https://pith.science/pith/YTE3LDMJJPE4NGMTPDZW3O3VIR/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YTE3LDMJJPE4NGMTPDZW3O3VIR/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":"2026-08-11T03:36:48Z","links":{"resolver":"https://pith.science/pith/YTE3LDMJJPE4NGMTPDZW3O3VIR","bundle":"https://pith.science/pith/YTE3LDMJJPE4NGMTPDZW3O3VIR/bundle.json","state":"https://pith.science/pith/YTE3LDMJJPE4NGMTPDZW3O3VIR/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YTE3LDMJJPE4NGMTPDZW3O3VIR/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:YTE3LDMJJPE4NGMTPDZW3O3VIR","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":"6eaae0bb0238754bebd04aca9814c90a3e2b58527259b324c542cd1953c131f4","cross_cats_sorted":["cs.IT","math.IT"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2024-01-21T03:46:00Z","title_canon_sha256":"aea88601a12cba3427a54f8982d2c9564a51ff9a7da59101fd6b2d492811d056"},"schema_version":"1.0","source":{"id":"2401.11391","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.11391","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"arxiv_version","alias_value":"2401.11391v1","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.11391","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"pith_short_12","alias_value":"YTE3LDMJJPE4","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"pith_short_16","alias_value":"YTE3LDMJJPE4NGMT","created_at":"2026-07-05T09:46:44Z"},{"alias_kind":"pith_short_8","alias_value":"YTE3LDMJ","created_at":"2026-07-05T09:46:44Z"}],"graph_snapshots":[{"event_id":"sha256:d7d5df5f0d81a5f92b039b8217eceea78e62138730c7e346d84d595e128260dc","target":"graph","created_at":"2026-07-05T09:46:44Z","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/2401.11391/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"With the advance of artificial intelligence (AI), the emergence of Google Gemini and OpenAI Q* marks the direction towards artificial general intelligence (AGI). To implement AGI, the concept of interactive AI (IAI) has been introduced, which can interactively understand and respond not only to human user input but also to dynamic system and network conditions. In this article, we explore an integration and enhancement of IAI in networking. We first comprehensively review recent developments and future perspectives of AI and then introduce the technology and components of IAI. We then explore ","authors_text":"Dusit Niyato, Hongyang Du, H. Vincent Poor, Jiawen Kang, Ruichen Zhang, Sumei Sun, Xuemin Shen, Yinqiu Liu","cross_cats":["cs.IT","math.IT"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2024-01-21T03:46:00Z","title":"Interactive AI with Retrieval-Augmented Generation for Next Generation Networking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.11391","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":"sha256:909a84e375f6fe91714c356b5a494e43c9bcc516f5710af8c9cea9b48cc2d25d","target":"record","created_at":"2026-07-05T09:46:44Z","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":"6eaae0bb0238754bebd04aca9814c90a3e2b58527259b324c542cd1953c131f4","cross_cats_sorted":["cs.IT","math.IT"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.NI","submitted_at":"2024-01-21T03:46:00Z","title_canon_sha256":"aea88601a12cba3427a54f8982d2c9564a51ff9a7da59101fd6b2d492811d056"},"schema_version":"1.0","source":{"id":"2401.11391","kind":"arxiv","version":1}},"canonical_sha256":"c4c9b58d894bc9c6999378f36dbb754459299155001a99d600615fb5539c06ad","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c4c9b58d894bc9c6999378f36dbb754459299155001a99d600615fb5539c06ad","first_computed_at":"2026-07-05T09:46:44.414723Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:46:44.414723Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5aycfaTO6RtsnFMe7Hmqji0nGiaKt8Xb/Qr4kGhTerCFMt0yGvNzaPIlmX4RMZNqCekZwMQbUn2gAXemrXtuAA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:46:44.415227Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.11391","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:909a84e375f6fe91714c356b5a494e43c9bcc516f5710af8c9cea9b48cc2d25d","sha256:d7d5df5f0d81a5f92b039b8217eceea78e62138730c7e346d84d595e128260dc"],"state_sha256":"c86c60851fdcd5faad433b02cba24c64e15d283914374e0f620e7208a755843f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tm3+SRnGVco+PeRL5rrEvN2H/Uy7PfkmHSigDvM351C3emq4ezPT357o4orYzbr4/2Sc/ubkTEWnd2PSCI5TBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T03:36:48.183836Z","bundle_sha256":"697a74b665d5847e4ecbe8c7423cc95a90af4c91600509e386a449a2fbea1044"}}