{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:3JK2IUO7FUWQ7WITDROWDZVAJN","short_pith_number":"pith:3JK2IUO7","canonical_record":{"source":{"id":"2411.17867","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-11-26T20:34:17Z","cross_cats_sorted":["cs.DC","cs.ET"],"title_canon_sha256":"f791d77d86480a385985a272594094f8af4fe63e747de58e6a8e5bc702e2b941","abstract_canon_sha256":"82df8b94ac6a9e1c2ae5def754bd9a2481f39112cc5f306cea1a97196f71e0d8"},"schema_version":"1.0"},"canonical_sha256":"da55a451df2d2d0fd9131c5d61e6a04b534d51d4b0ae77c0c863828e7ce1f544","source":{"kind":"arxiv","id":"2411.17867","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.17867","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"arxiv_version","alias_value":"2411.17867v1","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.17867","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"pith_short_12","alias_value":"3JK2IUO7FUWQ","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"pith_short_16","alias_value":"3JK2IUO7FUWQ7WIT","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"pith_short_8","alias_value":"3JK2IUO7","created_at":"2026-07-05T09:41:08Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:3JK2IUO7FUWQ7WITDROWDZVAJN","target":"record","payload":{"canonical_record":{"source":{"id":"2411.17867","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-11-26T20:34:17Z","cross_cats_sorted":["cs.DC","cs.ET"],"title_canon_sha256":"f791d77d86480a385985a272594094f8af4fe63e747de58e6a8e5bc702e2b941","abstract_canon_sha256":"82df8b94ac6a9e1c2ae5def754bd9a2481f39112cc5f306cea1a97196f71e0d8"},"schema_version":"1.0"},"canonical_sha256":"da55a451df2d2d0fd9131c5d61e6a04b534d51d4b0ae77c0c863828e7ce1f544","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:41:08.183407Z","signature_b64":"FOfSQamvXGhEFQX/dl9EGdfEDmq3mxFMUwwrxKuhy6XgDC0vLrWP5VQUFKjuXzgXEHx1vqZl5zWN876v7PcPCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"da55a451df2d2d0fd9131c5d61e6a04b534d51d4b0ae77c0c863828e7ce1f544","last_reissued_at":"2026-07-05T09:41:08.183015Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:41:08.183015Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.17867","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:41:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Oob12y19ZH3+m64XMAa6ijVF709u8OsLGfFuqTO1Dhd0JVfF1ryK5sAZi5THpZH7IVWHww6mvIM3W8KQblRFAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T14:10:06.966082Z"},"content_sha256":"870753fe024e5287cf1258f61a03cc1cc121fb3f81b376c813c01d77960e7f21","schema_version":"1.0","event_id":"sha256:870753fe024e5287cf1258f61a03cc1cc121fb3f81b376c813c01d77960e7f21"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:3JK2IUO7FUWQ7WITDROWDZVAJN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"RankMap: Priority-Aware Multi-DNN Manager for Heterogeneous Embedded Devices","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.DC","cs.ET"],"primary_cat":"cs.LG","authors_text":"Andreas Karatzas, Dimitrios Stamoulis, Iraklis Anagnostopoulos","submitted_at":"2024-11-26T20:34:17Z","abstract_excerpt":"Modern edge data centers simultaneously handle multiple Deep Neural Networks (DNNs), leading to significant challenges in workload management. Thus, current management systems must leverage the architectural heterogeneity of new embedded systems to efficiently handle multi-DNN workloads. This paper introduces RankMap, a priority-aware manager specifically designed for multi-DNN tasks on heterogeneous embedded devices. RankMap addresses the extensive solution space of multi-DNN mapping through stochastic space exploration combined with a performance estimator. Experimental results show that Ran"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.17867","kind":"arxiv","version":1},"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/2411.17867/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":"2026-07-05T09:41:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zy6QrUm5BwdbDXk4BOnWuHSJpUHCga6jGoTTUC9h/ue6bU8UUJPY09PkHh2eakXPNH9kQBfGfqnxgx3KKXzyCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T14:10:06.966805Z"},"content_sha256":"fd13780e902386249a2b8e4d59d29ff60dfdba741b90d6ec05f8e457cd0eeee9","schema_version":"1.0","event_id":"sha256:fd13780e902386249a2b8e4d59d29ff60dfdba741b90d6ec05f8e457cd0eeee9"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3JK2IUO7FUWQ7WITDROWDZVAJN/bundle.json","state_url":"https://pith.science/pith/3JK2IUO7FUWQ7WITDROWDZVAJN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3JK2IUO7FUWQ7WITDROWDZVAJN/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":"2026-08-13T14:10:06Z","links":{"resolver":"https://pith.science/pith/3JK2IUO7FUWQ7WITDROWDZVAJN","bundle":"https://pith.science/pith/3JK2IUO7FUWQ7WITDROWDZVAJN/bundle.json","state":"https://pith.science/pith/3JK2IUO7FUWQ7WITDROWDZVAJN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3JK2IUO7FUWQ7WITDROWDZVAJN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:3JK2IUO7FUWQ7WITDROWDZVAJN","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":"82df8b94ac6a9e1c2ae5def754bd9a2481f39112cc5f306cea1a97196f71e0d8","cross_cats_sorted":["cs.DC","cs.ET"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-11-26T20:34:17Z","title_canon_sha256":"f791d77d86480a385985a272594094f8af4fe63e747de58e6a8e5bc702e2b941"},"schema_version":"1.0","source":{"id":"2411.17867","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.17867","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"arxiv_version","alias_value":"2411.17867v1","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.17867","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"pith_short_12","alias_value":"3JK2IUO7FUWQ","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"pith_short_16","alias_value":"3JK2IUO7FUWQ7WIT","created_at":"2026-07-05T09:41:08Z"},{"alias_kind":"pith_short_8","alias_value":"3JK2IUO7","created_at":"2026-07-05T09:41:08Z"}],"graph_snapshots":[{"event_id":"sha256:fd13780e902386249a2b8e4d59d29ff60dfdba741b90d6ec05f8e457cd0eeee9","target":"graph","created_at":"2026-07-05T09:41:08Z","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/2411.17867/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern edge data centers simultaneously handle multiple Deep Neural Networks (DNNs), leading to significant challenges in workload management. Thus, current management systems must leverage the architectural heterogeneity of new embedded systems to efficiently handle multi-DNN workloads. This paper introduces RankMap, a priority-aware manager specifically designed for multi-DNN tasks on heterogeneous embedded devices. RankMap addresses the extensive solution space of multi-DNN mapping through stochastic space exploration combined with a performance estimator. Experimental results show that Ran","authors_text":"Andreas Karatzas, Dimitrios Stamoulis, Iraklis Anagnostopoulos","cross_cats":["cs.DC","cs.ET"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-11-26T20:34:17Z","title":"RankMap: Priority-Aware Multi-DNN Manager for Heterogeneous Embedded Devices"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.17867","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":"sha256:870753fe024e5287cf1258f61a03cc1cc121fb3f81b376c813c01d77960e7f21","target":"record","created_at":"2026-07-05T09:41:08Z","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":"82df8b94ac6a9e1c2ae5def754bd9a2481f39112cc5f306cea1a97196f71e0d8","cross_cats_sorted":["cs.DC","cs.ET"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-11-26T20:34:17Z","title_canon_sha256":"f791d77d86480a385985a272594094f8af4fe63e747de58e6a8e5bc702e2b941"},"schema_version":"1.0","source":{"id":"2411.17867","kind":"arxiv","version":1}},"canonical_sha256":"da55a451df2d2d0fd9131c5d61e6a04b534d51d4b0ae77c0c863828e7ce1f544","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"da55a451df2d2d0fd9131c5d61e6a04b534d51d4b0ae77c0c863828e7ce1f544","first_computed_at":"2026-07-05T09:41:08.183015Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:41:08.183015Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"FOfSQamvXGhEFQX/dl9EGdfEDmq3mxFMUwwrxKuhy6XgDC0vLrWP5VQUFKjuXzgXEHx1vqZl5zWN876v7PcPCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:41:08.183407Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.17867","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:870753fe024e5287cf1258f61a03cc1cc121fb3f81b376c813c01d77960e7f21","sha256:fd13780e902386249a2b8e4d59d29ff60dfdba741b90d6ec05f8e457cd0eeee9"],"state_sha256":"71d4dbaca36f70647e7651167a206b52448dfa76c55614bba9a1e8dbdf25ff87"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"VoPRbLKKQO/PgAIXgN88qISTigmhBXfF6pumffB0mZGXYhvxpfvwQwgS0lNQ/TFI0WS6iidlz+FmA26Slw/tDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T14:10:06.971072Z","bundle_sha256":"387c1f0fd1bb88301a0a7791d7febc68bddd75678d7f5c5d35343ca00a378d00"}}