{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:YSHLYFFD4NUW42M44K2CMZAGGW","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":"225fb720cae9f3e16d02e6a16d55ba4949d003f619857b6cbb48db2420cf2632","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2024-05-27T21:30:52Z","title_canon_sha256":"922222d97ab82cfd2917854fdb62829377f8564ea261dad6f9f053f27e7ab832"},"schema_version":"1.0","source":{"id":"2405.17664","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.17664","created_at":"2026-07-05T08:24:09Z"},{"alias_kind":"arxiv_version","alias_value":"2405.17664v1","created_at":"2026-07-05T08:24:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.17664","created_at":"2026-07-05T08:24:09Z"},{"alias_kind":"pith_short_12","alias_value":"YSHLYFFD4NUW","created_at":"2026-07-05T08:24:09Z"},{"alias_kind":"pith_short_16","alias_value":"YSHLYFFD4NUW42M4","created_at":"2026-07-05T08:24:09Z"},{"alias_kind":"pith_short_8","alias_value":"YSHLYFFD","created_at":"2026-07-05T08:24:09Z"}],"graph_snapshots":[{"event_id":"sha256:682b9918d6c421cb3e2f3b7e095e60444be8983958067219b6ae7ff563ce73f6","target":"graph","created_at":"2026-07-05T08:24:09Z","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/2405.17664/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Device-edge collaboration on deep neural network (DNN) inference is a promising approach to efficiently utilizing network resources for supporting artificial intelligence of things (AIoT) applications. In this paper, we propose a novel digital twin (DT)-assisted approach to device-edge collaboration on DNN inference that determines whether and when to stop local inference at a device and upload the intermediate results to complete the inference on an edge server. Instead of determining the collaboration for each DNN inference task only upon its generation, multi-step decision-making is perform","authors_text":"Conghao Zhou, Jie Gao, Mushu Li, Shisheng Hu, Xuemin Shen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2024-05-27T21:30:52Z","title":"Adaptive Device-Edge Collaboration on DNN Inference in AIoT: A Digital Twin-Assisted Approach"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.17664","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":"sha256:6cd4746c3664217cf37d9ba2847ebe138e3585483234654a47784e4bea873176","target":"record","created_at":"2026-07-05T08:24:09Z","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":"225fb720cae9f3e16d02e6a16d55ba4949d003f619857b6cbb48db2420cf2632","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2024-05-27T21:30:52Z","title_canon_sha256":"922222d97ab82cfd2917854fdb62829377f8564ea261dad6f9f053f27e7ab832"},"schema_version":"1.0","source":{"id":"2405.17664","kind":"arxiv","version":1}},"canonical_sha256":"c48ebc14a3e3696e699ce2b4266406358e49d7d3dd4f35891089f7f1c10ea5e4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c48ebc14a3e3696e699ce2b4266406358e49d7d3dd4f35891089f7f1c10ea5e4","first_computed_at":"2026-07-05T08:24:09.527025Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:24:09.527025Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"pr/ebrNKJ/eKDChxf/yFHthzn31erWAHbymXVRL8p/eKVQ27FF7pMXy6/NAqM+UEJtm4JgUpphkQ45LxUZ3BDA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:24:09.527539Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.17664","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6cd4746c3664217cf37d9ba2847ebe138e3585483234654a47784e4bea873176","sha256:682b9918d6c421cb3e2f3b7e095e60444be8983958067219b6ae7ff563ce73f6"],"state_sha256":"c444a97721e81b491bf7b78e8de249e15572c7962dad2c7bc657069d18e9992f"}