{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:DUJIARN5PCGAWQVIZQZCGSGFEC","short_pith_number":"pith:DUJIARN5","canonical_record":{"source":{"id":"2512.14323","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-12-16T11:41:39Z","cross_cats_sorted":[],"title_canon_sha256":"ddb51c6bec507e2a7bf6d54b5d80499958804858584d5e886a3b749bb569de66","abstract_canon_sha256":"2575445b88b5b95a3d79aa80e85ed2d238333d78f3a5062b428f2c98ab18dc53"},"schema_version":"1.0"},"canonical_sha256":"1d128045bd788c0b42a8cc322348c520aa5a565615d2d2243b38cb5f6c704bf1","source":{"kind":"arxiv","id":"2512.14323","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2512.14323","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"arxiv_version","alias_value":"2512.14323v4","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2512.14323","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"pith_short_12","alias_value":"DUJIARN5PCGA","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"pith_short_16","alias_value":"DUJIARN5PCGAWQVI","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"pith_short_8","alias_value":"DUJIARN5","created_at":"2026-07-07T02:18:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:DUJIARN5PCGAWQVIZQZCGSGFEC","target":"record","payload":{"canonical_record":{"source":{"id":"2512.14323","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-12-16T11:41:39Z","cross_cats_sorted":[],"title_canon_sha256":"ddb51c6bec507e2a7bf6d54b5d80499958804858584d5e886a3b749bb569de66","abstract_canon_sha256":"2575445b88b5b95a3d79aa80e85ed2d238333d78f3a5062b428f2c98ab18dc53"},"schema_version":"1.0"},"canonical_sha256":"1d128045bd788c0b42a8cc322348c520aa5a565615d2d2243b38cb5f6c704bf1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-07T02:18:31.704111Z","signature_b64":"hzjpRVaZNQgAWEfMnynV9gODOjay3/Tw8OIiq7YLjg7OgQeM3iWMHn1ZDUNYRT8MyOdH4qmNk9fExRcSVM6WAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1d128045bd788c0b42a8cc322348c520aa5a565615d2d2243b38cb5f6c704bf1","last_reissued_at":"2026-07-07T02:18:31.703436Z","signature_status":"signed_v1","first_computed_at":"2026-07-07T02:18:31.703436Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2512.14323","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-07T02:18:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"K40KhWJS5J0iWN44Udv3vY/dag9tvmTxMwyb23sFM6+DkTiZp84+MLhvydcQ6h7iC3t0HFwToeF+I1RT+HVRCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T10:29:59.621274Z"},"content_sha256":"840be320d64365efc4f70b029d734348923e6c9a3753f9dc25c2c208b70c81ad","schema_version":"1.0","event_id":"sha256:840be320d64365efc4f70b029d734348923e6c9a3753f9dc25c2c208b70c81ad"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:DUJIARN5PCGAWQVIZQZCGSGFEC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.NI","authors_text":"Houyi Qi, Liqun Fu, Minghui Liwang, Sai Zou, Seyyedali Hosseinalipour, Wei Ni, Xianbin Wang, Yiguang Hong","submitted_at":"2025-12-16T11:41:39Z","abstract_excerpt":"In this paper, we introduce a first-of-its-kind forecasting-driven, incentive-aware service provisioning framework for distributed air-ground integrated networks that explicitly accounts for human-machine coexistence. In our framework, vehicular-UAV agent pairs (APs) are proactively dispatched to overloaded hotspots to augment the computing capacity of edge servers (ESs), which in turn gives rise to a set of challenges that we jointly address: highly uncertain spatio-temporal workloads, spatio-temporal coupling between road traffic and UAV capacity, forecast-driven contracting risks, and heter"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.14323","kind":"arxiv","version":4},"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/2512.14323/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":"2026-07-07T02:18:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"U+taOQme5hy2jwxSFynTGldXi/RLJvekVo4tCGaQ9wQd9LlqDU/U9xJwap7KQ3IUHKNXimJ5JjNjvY+vLG4RAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T10:29:59.622032Z"},"content_sha256":"0946ee972d99199f7b6582a3a375c7dc8076f1acb74f432ae73a73d7189f6386","schema_version":"1.0","event_id":"sha256:0946ee972d99199f7b6582a3a375c7dc8076f1acb74f432ae73a73d7189f6386"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DUJIARN5PCGAWQVIZQZCGSGFEC/bundle.json","state_url":"https://pith.science/pith/DUJIARN5PCGAWQVIZQZCGSGFEC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DUJIARN5PCGAWQVIZQZCGSGFEC/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":"2026-08-05T10:29:59Z","links":{"resolver":"https://pith.science/pith/DUJIARN5PCGAWQVIZQZCGSGFEC","bundle":"https://pith.science/pith/DUJIARN5PCGAWQVIZQZCGSGFEC/bundle.json","state":"https://pith.science/pith/DUJIARN5PCGAWQVIZQZCGSGFEC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DUJIARN5PCGAWQVIZQZCGSGFEC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:DUJIARN5PCGAWQVIZQZCGSGFEC","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":"2575445b88b5b95a3d79aa80e85ed2d238333d78f3a5062b428f2c98ab18dc53","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-12-16T11:41:39Z","title_canon_sha256":"ddb51c6bec507e2a7bf6d54b5d80499958804858584d5e886a3b749bb569de66"},"schema_version":"1.0","source":{"id":"2512.14323","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2512.14323","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"arxiv_version","alias_value":"2512.14323v4","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2512.14323","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"pith_short_12","alias_value":"DUJIARN5PCGA","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"pith_short_16","alias_value":"DUJIARN5PCGAWQVI","created_at":"2026-07-07T02:18:31Z"},{"alias_kind":"pith_short_8","alias_value":"DUJIARN5","created_at":"2026-07-07T02:18:31Z"}],"graph_snapshots":[{"event_id":"sha256:0946ee972d99199f7b6582a3a375c7dc8076f1acb74f432ae73a73d7189f6386","target":"graph","created_at":"2026-07-07T02:18:31Z","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/2512.14323/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we introduce a first-of-its-kind forecasting-driven, incentive-aware service provisioning framework for distributed air-ground integrated networks that explicitly accounts for human-machine coexistence. In our framework, vehicular-UAV agent pairs (APs) are proactively dispatched to overloaded hotspots to augment the computing capacity of edge servers (ESs), which in turn gives rise to a set of challenges that we jointly address: highly uncertain spatio-temporal workloads, spatio-temporal coupling between road traffic and UAV capacity, forecast-driven contracting risks, and heter","authors_text":"Houyi Qi, Liqun Fu, Minghui Liwang, Sai Zou, Seyyedali Hosseinalipour, Wei Ni, Xianbin Wang, Yiguang Hong","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-12-16T11:41:39Z","title":"FUSION: Forecast-Embedded Agent Scheduling with Service Incentive Optimization over Distributed Air-Ground Edge Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2512.14323","kind":"arxiv","version":4},"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":"sha256:840be320d64365efc4f70b029d734348923e6c9a3753f9dc25c2c208b70c81ad","target":"record","created_at":"2026-07-07T02:18:31Z","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":"2575445b88b5b95a3d79aa80e85ed2d238333d78f3a5062b428f2c98ab18dc53","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2025-12-16T11:41:39Z","title_canon_sha256":"ddb51c6bec507e2a7bf6d54b5d80499958804858584d5e886a3b749bb569de66"},"schema_version":"1.0","source":{"id":"2512.14323","kind":"arxiv","version":4}},"canonical_sha256":"1d128045bd788c0b42a8cc322348c520aa5a565615d2d2243b38cb5f6c704bf1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1d128045bd788c0b42a8cc322348c520aa5a565615d2d2243b38cb5f6c704bf1","first_computed_at":"2026-07-07T02:18:31.703436Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-07T02:18:31.703436Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hzjpRVaZNQgAWEfMnynV9gODOjay3/Tw8OIiq7YLjg7OgQeM3iWMHn1ZDUNYRT8MyOdH4qmNk9fExRcSVM6WAw==","signature_status":"signed_v1","signed_at":"2026-07-07T02:18:31.704111Z","signed_message":"canonical_sha256_bytes"},"source_id":"2512.14323","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:840be320d64365efc4f70b029d734348923e6c9a3753f9dc25c2c208b70c81ad","sha256:0946ee972d99199f7b6582a3a375c7dc8076f1acb74f432ae73a73d7189f6386"],"state_sha256":"e1c2e7325f154276470c3a0f74526921396fbbb0eb547c46c13804cd0dc23e2c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VIto5UlXLo/v/nPgMppF03CEDM5AW117I8Ebp8UKm0hcbeMsPoUk97lfZTzx+nwtKnlbMQK69h4rSS7h/uQwDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T10:29:59.627885Z","bundle_sha256":"c6f907bf9babf4086c8395d91bdfc8e62e6c33c05daae8b4f913a425edfa01fe"}}