{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:3HNOMEMZOZ2EUCXRYQ6FPV4WYF","short_pith_number":"pith:3HNOMEMZ","schema_version":"1.0","canonical_sha256":"d9dae6119976744a0af1c43c57d796c1481fa0a6ef4f9fcf50e500f863d3d1b1","source":{"kind":"arxiv","id":"2407.04053","version":2},"attestation_state":"computed","paper":{"title":"Edge AI: A Taxonomy, Systematic Review and Future Directions","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.DC","authors_text":"Babar Ali, Felix Cuadrado, Guneet Kaur Walia, Huaming Wu, Jianmin Hu, Junhui Du, Kejiang Ye, Minxian Xu, Mohit Kumar, Muhammed Golec, Prabal Verma, Steve Uhlig, Subramaniam Subramanian Murugesan, Sukhpal Singh Gill, Surendra Kumar","submitted_at":"2024-07-04T16:51:17Z","abstract_excerpt":"Edge Artificial Intelligence (AI) incorporates a network of interconnected systems and devices that receive, cache, process, and analyze data in close communication with the location where the data is captured with AI technology. Recent advancements in AI efficiency, the widespread use of Internet of Things (IoT) devices, and the emergence of edge computing have unlocked the enormous scope of Edge AI. Edge AI aims to optimize data processing efficiency and velocity while ensuring data confidentiality and integrity. Despite being a relatively new field of research from 2014 to the present, it h"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2407.04053","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.DC","submitted_at":"2024-07-04T16:51:17Z","cross_cats_sorted":[],"title_canon_sha256":"1a3fb944c554a8b6eee66ad8e850e95ec710274f3ee0db59f93321ca3f1a5263","abstract_canon_sha256":"f9378a3cc56b0a178ea48289cc9b2433be6c3064489d8836506657df1b6a4668"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:23:08.332293Z","signature_b64":"dcKditO/iJg4vxUEZW8m7j2I5LPhHWw+C1LBb3ZJbpZCJegywe0Wwlgttr8OjWFtrHZNkgorBPkjievg4L5rCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d9dae6119976744a0af1c43c57d796c1481fa0a6ef4f9fcf50e500f863d3d1b1","last_reissued_at":"2026-07-05T09:23:08.331776Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:23:08.331776Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Edge AI: A Taxonomy, Systematic Review and Future Directions","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.DC","authors_text":"Babar Ali, Felix Cuadrado, Guneet Kaur Walia, Huaming Wu, Jianmin Hu, Junhui Du, Kejiang Ye, Minxian Xu, Mohit Kumar, Muhammed Golec, Prabal Verma, Steve Uhlig, Subramaniam Subramanian Murugesan, Sukhpal Singh Gill, Surendra Kumar","submitted_at":"2024-07-04T16:51:17Z","abstract_excerpt":"Edge Artificial Intelligence (AI) incorporates a network of interconnected systems and devices that receive, cache, process, and analyze data in close communication with the location where the data is captured with AI technology. Recent advancements in AI efficiency, the widespread use of Internet of Things (IoT) devices, and the emergence of edge computing have unlocked the enormous scope of Edge AI. Edge AI aims to optimize data processing efficiency and velocity while ensuring data confidentiality and integrity. Despite being a relatively new field of research from 2014 to the present, it h"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.04053","kind":"arxiv","version":2},"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/2407.04053/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2407.04053","created_at":"2026-07-05T09:23:08.331836+00:00"},{"alias_kind":"arxiv_version","alias_value":"2407.04053v2","created_at":"2026-07-05T09:23:08.331836+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.04053","created_at":"2026-07-05T09:23:08.331836+00:00"},{"alias_kind":"pith_short_12","alias_value":"3HNOMEMZOZ2E","created_at":"2026-07-05T09:23:08.331836+00:00"},{"alias_kind":"pith_short_16","alias_value":"3HNOMEMZOZ2EUCXR","created_at":"2026-07-05T09:23:08.331836+00:00"},{"alias_kind":"pith_short_8","alias_value":"3HNOMEMZ","created_at":"2026-07-05T09:23:08.331836+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":1,"internal_anchor_count":0,"sample":[{"citing_arxiv_id":"2604.05045","citing_title":"PCA-Driven Adaptive Sensor Triage for Edge AI Inference","ref_index":25,"is_internal_anchor":false}]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF","json":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF.json","graph_json":"https://pith.science/api/pith-number/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/graph.json","events_json":"https://pith.science/api/pith-number/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/events.json","paper":"https://pith.science/paper/3HNOMEMZ"},"agent_actions":{"view_html":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF","download_json":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF.json","view_paper":"https://pith.science/paper/3HNOMEMZ","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2407.04053&json=true","fetch_graph":"https://pith.science/api/pith-number/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/graph.json","fetch_events":"https://pith.science/api/pith-number/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/action/timestamp_anchor","attest_storage":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/action/storage_attestation","attest_author":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/action/author_attestation","sign_citation":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/action/citation_signature","submit_replication":"https://pith.science/pith/3HNOMEMZOZ2EUCXRYQ6FPV4WYF/action/replication_record"}},"created_at":"2026-07-05T09:23:08.331836+00:00","updated_at":"2026-07-05T09:23:08.331836+00:00"}