{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:ZXZT2T47PKV64W5W2MO7YEQDWJ","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":"4e3c980454b1e7f38260b4a0d8d88b16183a3a58dd854747b61729748a09ab1f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2024-11-29T06:04:08Z","title_canon_sha256":"98be2db09b05d27873185a55393449facf0e594990d86112a8d76c46d661f5c1"},"schema_version":"1.0","source":{"id":"2411.19487","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.19487","created_at":"2026-07-05T09:42:03Z"},{"alias_kind":"arxiv_version","alias_value":"2411.19487v1","created_at":"2026-07-05T09:42:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.19487","created_at":"2026-07-05T09:42:03Z"},{"alias_kind":"pith_short_12","alias_value":"ZXZT2T47PKV6","created_at":"2026-07-05T09:42:03Z"},{"alias_kind":"pith_short_16","alias_value":"ZXZT2T47PKV64W5W","created_at":"2026-07-05T09:42:03Z"},{"alias_kind":"pith_short_8","alias_value":"ZXZT2T47","created_at":"2026-07-05T09:42:03Z"}],"graph_snapshots":[{"event_id":"sha256:b8a56b7235b74cd2432b322aa2508e08f4f381d9ab13de6828eac0ce1796ac49","target":"graph","created_at":"2026-07-05T09:42:03Z","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/2411.19487/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The high computational, memory, and energy demands of Deep Learning (DL) applications often exceed the capabilities of battery-powered edge devices, creating difficulties in meeting task deadlines and accuracy requirements. Unlike previous solutions that optimize a single metric (e.g., accuracy or energy efficiency), HE2C framework is designed to holistically address the latency, memory, accuracy, throughput, and energy demands of DL applications across edge-cloud continuum, thereby, delivering a more comprehensive and effective user experience. HE2C comprises three key modules: (a) a \"feasibi","authors_text":"Minseo Kim, Mohsen Amini Salehi, Wei Shu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2024-11-29T06:04:08Z","title":"HE2C: A Holistic Approach for Allocating Latency-Sensitive AI Tasks across Edge-Cloud"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.19487","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":"sha256:1d4f5107cb5e4b88942f82550b058afc59377433ae805fb03072c2ed472ae081","target":"record","created_at":"2026-07-05T09:42:03Z","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":"4e3c980454b1e7f38260b4a0d8d88b16183a3a58dd854747b61729748a09ab1f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DC","submitted_at":"2024-11-29T06:04:08Z","title_canon_sha256":"98be2db09b05d27873185a55393449facf0e594990d86112a8d76c46d661f5c1"},"schema_version":"1.0","source":{"id":"2411.19487","kind":"arxiv","version":1}},"canonical_sha256":"cdf33d4f9f7aabee5bb6d31dfc1203b277e3316d7a4a991ee1729bbb2fd28e62","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"cdf33d4f9f7aabee5bb6d31dfc1203b277e3316d7a4a991ee1729bbb2fd28e62","first_computed_at":"2026-07-05T09:42:03.049646Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:42:03.049646Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"6f3UQHlEsLT6W9oUv7f5gYLERjLoIEvcnbqkpIu6Z8QAw3qe7SgKWbcu4xvIvzf+5LedxqUUbLnxn/6SUMQTCw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:42:03.050223Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.19487","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1d4f5107cb5e4b88942f82550b058afc59377433ae805fb03072c2ed472ae081","sha256:b8a56b7235b74cd2432b322aa2508e08f4f381d9ab13de6828eac0ce1796ac49"],"state_sha256":"6a877d546cb1e0c83c3620b8f50b4918f191b8642f17ff109a65c78ff5c34268"}