{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:Q4OBEXHW7XK4BDADZ3PETYVO3S","short_pith_number":"pith:Q4OBEXHW","canonical_record":{"source":{"id":"2410.02326","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"eess.SP","submitted_at":"2024-10-03T09:20:48Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"83f5170eaaf5d69558698a6cb7e35a3cbf34029c791396843d851a4e0ea58a7d","abstract_canon_sha256":"ddfad0ddbece79155dae4e117999af63f65a8fb39299b1a357db215a4b8a3542"},"schema_version":"1.0"},"canonical_sha256":"871c125cf6fdd5c08c03cede49e2aedc8c050a61a2aaf0907b2e734439a565b2","source":{"kind":"arxiv","id":"2410.02326","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.02326","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"arxiv_version","alias_value":"2410.02326v1","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.02326","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"pith_short_12","alias_value":"Q4OBEXHW7XK4","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"pith_short_16","alias_value":"Q4OBEXHW7XK4BDAD","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"pith_short_8","alias_value":"Q4OBEXHW","created_at":"2026-07-05T09:15:19Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:Q4OBEXHW7XK4BDADZ3PETYVO3S","target":"record","payload":{"canonical_record":{"source":{"id":"2410.02326","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"eess.SP","submitted_at":"2024-10-03T09:20:48Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"83f5170eaaf5d69558698a6cb7e35a3cbf34029c791396843d851a4e0ea58a7d","abstract_canon_sha256":"ddfad0ddbece79155dae4e117999af63f65a8fb39299b1a357db215a4b8a3542"},"schema_version":"1.0"},"canonical_sha256":"871c125cf6fdd5c08c03cede49e2aedc8c050a61a2aaf0907b2e734439a565b2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:15:19.326794Z","signature_b64":"JNhpgiIC2p5eXRW1FVnI+6E0xV/024li1viXob+GiNgp5pfsTOQady8DxMupyulWvAEjbfiDzpfygsykB88NCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"871c125cf6fdd5c08c03cede49e2aedc8c050a61a2aaf0907b2e734439a565b2","last_reissued_at":"2026-07-05T09:15:19.326436Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:15:19.326436Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.02326","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":"2026-07-05T09:15:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YY81uWsPFpd4i+a0xVNDrufg0TYdqE1BWuZ9UlgHmrtxgalPAVWghyb8TDCyYw7AhUxijB5G45mFonTH/ra/DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-12T08:28:01.051497Z"},"content_sha256":"fb286562be1e718f4fd631d3f72028b83fc3c18a9b89274b158ea36f8c70fe32","schema_version":"1.0","event_id":"sha256:fb286562be1e718f4fd631d3f72028b83fc3c18a9b89274b158ea36f8c70fe32"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:Q4OBEXHW7XK4BDADZ3PETYVO3S","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Autonomous Self-Trained Channel State Prediction Method for mmWave Vehicular Communications","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"eess.SP","authors_text":"Abidemi Orimogunje, Dejan Vukobratovic, Evariste Twahirwa, Gaspard Gashema, Vukan Ninkovic","submitted_at":"2024-10-03T09:20:48Z","abstract_excerpt":"Establishing and maintaining 5G mmWave vehicular connectivity poses a significant challenge due to high user mobility that necessitates frequent triggering of beam switching procedures. Departing from reactive beam switching based on the user device channel state feedback, proactive beam switching prepares in advance for upcoming beam switching decisions by exploiting accurate channel state information (CSI) prediction. In this paper, we develop a framework for autonomous self-trained CSI prediction for mmWave vehicular users where a base station (gNB) collects and labels a dataset that it use"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.02326","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/2410.02326/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":"2026-07-05T09:15:19Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"6LB5tuRyDj5FZG+0H5W5mCFDQJDj4NWW9u9YiIl5I+qpRc3/GM5HHHGg4OVWPO8NAqHjGQAu3EBn2xUXCeuMDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-12T08:28:01.051874Z"},"content_sha256":"445e0a193bab7acc39ba1486197857cd720c164a2f2a7543dc3116c57c17dd2a","schema_version":"1.0","event_id":"sha256:445e0a193bab7acc39ba1486197857cd720c164a2f2a7543dc3116c57c17dd2a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/Q4OBEXHW7XK4BDADZ3PETYVO3S/bundle.json","state_url":"https://pith.science/pith/Q4OBEXHW7XK4BDADZ3PETYVO3S/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/Q4OBEXHW7XK4BDADZ3PETYVO3S/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":"2026-07-12T08:28:01Z","links":{"resolver":"https://pith.science/pith/Q4OBEXHW7XK4BDADZ3PETYVO3S","bundle":"https://pith.science/pith/Q4OBEXHW7XK4BDADZ3PETYVO3S/bundle.json","state":"https://pith.science/pith/Q4OBEXHW7XK4BDADZ3PETYVO3S/state.json","well_known_bundle":"https://pith.science/.well-known/pith/Q4OBEXHW7XK4BDADZ3PETYVO3S/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:Q4OBEXHW7XK4BDADZ3PETYVO3S","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":"ddfad0ddbece79155dae4e117999af63f65a8fb39299b1a357db215a4b8a3542","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"eess.SP","submitted_at":"2024-10-03T09:20:48Z","title_canon_sha256":"83f5170eaaf5d69558698a6cb7e35a3cbf34029c791396843d851a4e0ea58a7d"},"schema_version":"1.0","source":{"id":"2410.02326","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.02326","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"arxiv_version","alias_value":"2410.02326v1","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.02326","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"pith_short_12","alias_value":"Q4OBEXHW7XK4","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"pith_short_16","alias_value":"Q4OBEXHW7XK4BDAD","created_at":"2026-07-05T09:15:19Z"},{"alias_kind":"pith_short_8","alias_value":"Q4OBEXHW","created_at":"2026-07-05T09:15:19Z"}],"graph_snapshots":[{"event_id":"sha256:445e0a193bab7acc39ba1486197857cd720c164a2f2a7543dc3116c57c17dd2a","target":"graph","created_at":"2026-07-05T09:15:19Z","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/2410.02326/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Establishing and maintaining 5G mmWave vehicular connectivity poses a significant challenge due to high user mobility that necessitates frequent triggering of beam switching procedures. Departing from reactive beam switching based on the user device channel state feedback, proactive beam switching prepares in advance for upcoming beam switching decisions by exploiting accurate channel state information (CSI) prediction. In this paper, we develop a framework for autonomous self-trained CSI prediction for mmWave vehicular users where a base station (gNB) collects and labels a dataset that it use","authors_text":"Abidemi Orimogunje, Dejan Vukobratovic, Evariste Twahirwa, Gaspard Gashema, Vukan Ninkovic","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"eess.SP","submitted_at":"2024-10-03T09:20:48Z","title":"Autonomous Self-Trained Channel State Prediction Method for mmWave Vehicular Communications"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.02326","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:fb286562be1e718f4fd631d3f72028b83fc3c18a9b89274b158ea36f8c70fe32","target":"record","created_at":"2026-07-05T09:15:19Z","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":"ddfad0ddbece79155dae4e117999af63f65a8fb39299b1a357db215a4b8a3542","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"eess.SP","submitted_at":"2024-10-03T09:20:48Z","title_canon_sha256":"83f5170eaaf5d69558698a6cb7e35a3cbf34029c791396843d851a4e0ea58a7d"},"schema_version":"1.0","source":{"id":"2410.02326","kind":"arxiv","version":1}},"canonical_sha256":"871c125cf6fdd5c08c03cede49e2aedc8c050a61a2aaf0907b2e734439a565b2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"871c125cf6fdd5c08c03cede49e2aedc8c050a61a2aaf0907b2e734439a565b2","first_computed_at":"2026-07-05T09:15:19.326436Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:15:19.326436Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JNhpgiIC2p5eXRW1FVnI+6E0xV/024li1viXob+GiNgp5pfsTOQady8DxMupyulWvAEjbfiDzpfygsykB88NCg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:15:19.326794Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.02326","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fb286562be1e718f4fd631d3f72028b83fc3c18a9b89274b158ea36f8c70fe32","sha256:445e0a193bab7acc39ba1486197857cd720c164a2f2a7543dc3116c57c17dd2a"],"state_sha256":"14a061038d735601983248a028c305e3a9931be2f4f9a44320d1c6ff38149dbb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lHeOG0sCEJ42QTrQEHcvqqRYw6U6C12rVZ440uPpshKfv7MtmMqEmxCkmLjPOaKDtBAK2jC1BI1K4sAcsN7yDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-12T08:28:01.054349Z","bundle_sha256":"a0fc6ece4a4d074ef82453d598fc7d16bbcb001ad53e5016db818bc86625dcec"}}