{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:KNF7SLYYLUZKMFIABHADH4CEKZ","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":"fee4931989a33eb9f08cde299d43699b95dd4239e231bf7fcbba93e942e82cab","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-26T10:09:23Z","title_canon_sha256":"dd6fbb46378f772611d9aaeeab2b79659999f678b31d186da729563fb488f809"},"schema_version":"1.0","source":{"id":"2301.11014","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2301.11014","created_at":"2026-07-05T05:36:09Z"},{"alias_kind":"arxiv_version","alias_value":"2301.11014v1","created_at":"2026-07-05T05:36:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2301.11014","created_at":"2026-07-05T05:36:09Z"},{"alias_kind":"pith_short_12","alias_value":"KNF7SLYYLUZK","created_at":"2026-07-05T05:36:09Z"},{"alias_kind":"pith_short_16","alias_value":"KNF7SLYYLUZKMFIA","created_at":"2026-07-05T05:36:09Z"},{"alias_kind":"pith_short_8","alias_value":"KNF7SLYY","created_at":"2026-07-05T05:36:09Z"}],"graph_snapshots":[{"event_id":"sha256:4a6f7518589be593aa5854c7e9dbb19cb7ef82444f3508faaa88f3bbfbdd4e8f","target":"graph","created_at":"2026-07-05T05:36:09Z","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/2301.11014/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Proactive edge association is capable of improving wireless connectivity at the cost of increased handover (HO) frequency and energy consumption, while relying on a large amount of private information sharing required for decision making. In order to improve the connectivity-cost trade-off without privacy leakage, we investigate the privacy-preserving joint edge association and power allocation (JEAPA) problem in the face of the environmental uncertainty and the infeasibility of individual learning. Upon modelling the problem by a decentralized partially observable Markov Decision Process (Dec","authors_text":"Feng Shu, Jinming Bao, Jun Li, Lajos Hanzo, Yan Lin, Yijin Zhang","cross_cats":["cs.AI","cs.CR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-26T10:09:23Z","title":"Privacy-Preserving Joint Edge Association and Power Optimization for the Internet of Vehicles via Federated Multi-Agent Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2301.11014","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:b0e99c65847968efe7bc01ecf9c314fdd849d5cc91ad98e2c0da7ffd6e125ce9","target":"record","created_at":"2026-07-05T05:36:09Z","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":"fee4931989a33eb9f08cde299d43699b95dd4239e231bf7fcbba93e942e82cab","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-26T10:09:23Z","title_canon_sha256":"dd6fbb46378f772611d9aaeeab2b79659999f678b31d186da729563fb488f809"},"schema_version":"1.0","source":{"id":"2301.11014","kind":"arxiv","version":1}},"canonical_sha256":"534bf92f185d32a6150009c033f04456611d9f72254953accc9e41bf1e34bb4b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"534bf92f185d32a6150009c033f04456611d9f72254953accc9e41bf1e34bb4b","first_computed_at":"2026-07-05T05:36:09.422147Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:36:09.422147Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kyppUgkVskNaQejcipQ8TWpXZ9GZc99MLp7Ebl67xKZ0u0ZS4wh7a/bNpxPWKI5GIRe8waTXWFYfv6AVXWObDw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:36:09.422633Z","signed_message":"canonical_sha256_bytes"},"source_id":"2301.11014","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b0e99c65847968efe7bc01ecf9c314fdd849d5cc91ad98e2c0da7ffd6e125ce9","sha256:4a6f7518589be593aa5854c7e9dbb19cb7ef82444f3508faaa88f3bbfbdd4e8f"],"state_sha256":"b5317b2dfd7bf70e5f8c26f7f060d25ff94e66b01b911536f63bd589c6a2423a"}