{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:CXL7OCAYVENPQC5H3CUZDWOCBS","short_pith_number":"pith:CXL7OCAY","canonical_record":{"source":{"id":"2507.23093","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-30T20:47:22Z","cross_cats_sorted":["cs.AI","cs.PF"],"title_canon_sha256":"bb026597adb3f405ee4bc9dc95cd891f068b0f80ee8dfcc6b49ae530fc5c1aec","abstract_canon_sha256":"4e8d5ccefa227bae488e8782e7772507fe313c289f3d9138ba50a668c2416394"},"schema_version":"1.0"},"canonical_sha256":"15d7f70818a91af80ba7d8a991d9c20c8c01adb6197f78068a0665101adaf8c3","source":{"kind":"arxiv","id":"2507.23093","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.23093","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"arxiv_version","alias_value":"2507.23093v1","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.23093","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"pith_short_12","alias_value":"CXL7OCAYVENP","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"pith_short_16","alias_value":"CXL7OCAYVENPQC5H","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"pith_short_8","alias_value":"CXL7OCAY","created_at":"2026-07-05T11:46:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:CXL7OCAYVENPQC5H3CUZDWOCBS","target":"record","payload":{"canonical_record":{"source":{"id":"2507.23093","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-30T20:47:22Z","cross_cats_sorted":["cs.AI","cs.PF"],"title_canon_sha256":"bb026597adb3f405ee4bc9dc95cd891f068b0f80ee8dfcc6b49ae530fc5c1aec","abstract_canon_sha256":"4e8d5ccefa227bae488e8782e7772507fe313c289f3d9138ba50a668c2416394"},"schema_version":"1.0"},"canonical_sha256":"15d7f70818a91af80ba7d8a991d9c20c8c01adb6197f78068a0665101adaf8c3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:46:05.322331Z","signature_b64":"E3PX4WOntHFII/EQo7Ti9lpj6cATr8nz8K/6cV2OK0gxrm9MuMf5ESl5PJz/adX1RwFPILV7S+e3LnRDOtYFBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"15d7f70818a91af80ba7d8a991d9c20c8c01adb6197f78068a0665101adaf8c3","last_reissued_at":"2026-07-05T11:46:05.321815Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:46:05.321815Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2507.23093","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":"2026-07-05T11:46:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"S2B9yVoEq1TvFAtuEulq+5VKmKSj/SE5ywRJa3ERMrqjCerFLN7C4aODrnpqvx76M/tpEY9abjWgyt5mwHlEBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T02:55:05.393324Z"},"content_sha256":"71ae865b4b838464d49603ccfbef2f59f5c84d3c207674ebbe261ec89c37f68f","schema_version":"1.0","event_id":"sha256:71ae865b4b838464d49603ccfbef2f59f5c84d3c207674ebbe261ec89c37f68f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:CXL7OCAYVENPQC5H3CUZDWOCBS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"On the Sustainability of AI Inferences in the Edge","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.PF"],"primary_cat":"cs.LG","authors_text":"Ghazal Sobhani, Israat Haque, Md. Monzurul Amin Ifath, Tushar Sharma","submitted_at":"2025-07-30T20:47:22Z","abstract_excerpt":"The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge devices perform inferences to support latency-critical applications. In addition to the performance of these resource-constrained edge devices, their energy usage is a critical factor in adopting and deploying edge applications. Examples of such devices include Raspberry Pi (RPi), Intel Neural Compute Stick (INCS), NVIDIA Jetson nano (NJn), and Google Coral USB ("},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.23093","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/2507.23093/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":"2026-07-05T11:46:05Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"crzQQEoae3YZnVTT0GdyKpFpwjNnY6EvuMDApHorVRLKpArB0JhrFEaxTPvR2ft2FtXOzGKMqsY3OaGcYIcWDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-11T02:55:05.394237Z"},"content_sha256":"56fe27c2fbf7d3422afff5214c2a712b6e1f38174b04c3c6ec01882a9b551e35","schema_version":"1.0","event_id":"sha256:56fe27c2fbf7d3422afff5214c2a712b6e1f38174b04c3c6ec01882a9b551e35"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CXL7OCAYVENPQC5H3CUZDWOCBS/bundle.json","state_url":"https://pith.science/pith/CXL7OCAYVENPQC5H3CUZDWOCBS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CXL7OCAYVENPQC5H3CUZDWOCBS/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":"2026-08-11T02:55:05Z","links":{"resolver":"https://pith.science/pith/CXL7OCAYVENPQC5H3CUZDWOCBS","bundle":"https://pith.science/pith/CXL7OCAYVENPQC5H3CUZDWOCBS/bundle.json","state":"https://pith.science/pith/CXL7OCAYVENPQC5H3CUZDWOCBS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CXL7OCAYVENPQC5H3CUZDWOCBS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:CXL7OCAYVENPQC5H3CUZDWOCBS","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":"4e8d5ccefa227bae488e8782e7772507fe313c289f3d9138ba50a668c2416394","cross_cats_sorted":["cs.AI","cs.PF"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-30T20:47:22Z","title_canon_sha256":"bb026597adb3f405ee4bc9dc95cd891f068b0f80ee8dfcc6b49ae530fc5c1aec"},"schema_version":"1.0","source":{"id":"2507.23093","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.23093","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"arxiv_version","alias_value":"2507.23093v1","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.23093","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"pith_short_12","alias_value":"CXL7OCAYVENP","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"pith_short_16","alias_value":"CXL7OCAYVENPQC5H","created_at":"2026-07-05T11:46:05Z"},{"alias_kind":"pith_short_8","alias_value":"CXL7OCAY","created_at":"2026-07-05T11:46:05Z"}],"graph_snapshots":[{"event_id":"sha256:56fe27c2fbf7d3422afff5214c2a712b6e1f38174b04c3c6ec01882a9b551e35","target":"graph","created_at":"2026-07-05T11:46:05Z","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/2507.23093/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The proliferation of the Internet of Things (IoT) and its cutting-edge AI-enabled applications (e.g., autonomous vehicles and smart industries) combine two paradigms: data-driven systems and their deployment on the edge. Usually, edge devices perform inferences to support latency-critical applications. In addition to the performance of these resource-constrained edge devices, their energy usage is a critical factor in adopting and deploying edge applications. Examples of such devices include Raspberry Pi (RPi), Intel Neural Compute Stick (INCS), NVIDIA Jetson nano (NJn), and Google Coral USB (","authors_text":"Ghazal Sobhani, Israat Haque, Md. Monzurul Amin Ifath, Tushar Sharma","cross_cats":["cs.AI","cs.PF"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-30T20:47:22Z","title":"On the Sustainability of AI Inferences in the Edge"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.23093","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":"sha256:71ae865b4b838464d49603ccfbef2f59f5c84d3c207674ebbe261ec89c37f68f","target":"record","created_at":"2026-07-05T11:46:05Z","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":"4e8d5ccefa227bae488e8782e7772507fe313c289f3d9138ba50a668c2416394","cross_cats_sorted":["cs.AI","cs.PF"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-07-30T20:47:22Z","title_canon_sha256":"bb026597adb3f405ee4bc9dc95cd891f068b0f80ee8dfcc6b49ae530fc5c1aec"},"schema_version":"1.0","source":{"id":"2507.23093","kind":"arxiv","version":1}},"canonical_sha256":"15d7f70818a91af80ba7d8a991d9c20c8c01adb6197f78068a0665101adaf8c3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"15d7f70818a91af80ba7d8a991d9c20c8c01adb6197f78068a0665101adaf8c3","first_computed_at":"2026-07-05T11:46:05.321815Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:46:05.321815Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"E3PX4WOntHFII/EQo7Ti9lpj6cATr8nz8K/6cV2OK0gxrm9MuMf5ESl5PJz/adX1RwFPILV7S+e3LnRDOtYFBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:46:05.322331Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.23093","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:71ae865b4b838464d49603ccfbef2f59f5c84d3c207674ebbe261ec89c37f68f","sha256:56fe27c2fbf7d3422afff5214c2a712b6e1f38174b04c3c6ec01882a9b551e35"],"state_sha256":"d1bcaec074d8eb407cda8f872d6ea3849944b595f14035425f994683ee794d6b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lG2PmvS8yeD1NYxuH4fNFK4Sjb0cIfJYAfzGv0pTU16fnR2eKp4Zowx8ZCj+jwfmKOFWvpKFppLwnVpFBJtzAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-11T02:55:05.400881Z","bundle_sha256":"4e2d98fc018b2073750e46724e25df7c538c465a7f5a6de19172ad8b3b119781"}}