{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:7B3CKEDOLAYFCCMHALATI7KZEU","short_pith_number":"pith:7B3CKEDO","canonical_record":{"source":{"id":"2007.15818","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-07-31T03:11:46Z","cross_cats_sorted":["cs.LG","eess.IV"],"title_canon_sha256":"275014df5b8ece6c7350a2de266996d5f65cf24be9ff24872bf55e22e47e9527","abstract_canon_sha256":"50b5c7313efa53f68f96156780035e0757116d31052bac767540dcd7c71cecb8"},"schema_version":"1.0"},"canonical_sha256":"f87625106e583051098702c1347d59251b69c14ecacf93646fd972bbf7931691","source":{"kind":"arxiv","id":"2007.15818","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2007.15818","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"arxiv_version","alias_value":"2007.15818v2","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2007.15818","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"pith_short_12","alias_value":"7B3CKEDOLAYF","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"pith_short_16","alias_value":"7B3CKEDOLAYFCCMH","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"pith_short_8","alias_value":"7B3CKEDO","created_at":"2026-07-05T03:31:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:7B3CKEDOLAYFCCMHALATI7KZEU","target":"record","payload":{"canonical_record":{"source":{"id":"2007.15818","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-07-31T03:11:46Z","cross_cats_sorted":["cs.LG","eess.IV"],"title_canon_sha256":"275014df5b8ece6c7350a2de266996d5f65cf24be9ff24872bf55e22e47e9527","abstract_canon_sha256":"50b5c7313efa53f68f96156780035e0757116d31052bac767540dcd7c71cecb8"},"schema_version":"1.0"},"canonical_sha256":"f87625106e583051098702c1347d59251b69c14ecacf93646fd972bbf7931691","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:31:53.128786Z","signature_b64":"IBwZO6LPX6x3gW/m4Y4s6N6vyaUZWp12OBFnKjs2xWCQxOLR1xnn7VSRalcGce+AJ7yMkfgf/eUyjVYYHm1FDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f87625106e583051098702c1347d59251b69c14ecacf93646fd972bbf7931691","last_reissued_at":"2026-07-05T03:31:53.128234Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:31:53.128234Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2007.15818","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:31:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AHfeSeoq5vJeDLWNmzw/U4J13PwXjTCUfMcBGQk1kH/gJpd53cdwFnCmz4KQfNkil0ZQhi6aHULsZ0EvsOB3Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T03:57:42.794588Z"},"content_sha256":"5c1af88855252704706f0c30e13710fbf5d1d612658ef5b3fbd6c1c72d373fcb","schema_version":"1.0","event_id":"sha256:5c1af88855252704706f0c30e13710fbf5d1d612658ef5b3fbd6c1c72d373fcb"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:7B3CKEDOLAYFCCMHALATI7KZEU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Neural Compression and Filtering for Edge-assisted Real-time Object Detection in Challenged Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","eess.IV"],"primary_cat":"cs.CV","authors_text":"Marco Levorato, Yoshitomo Matsubara","submitted_at":"2020-07-31T03:11:46Z","abstract_excerpt":"The edge computing paradigm places compute-capable devices - edge servers - at the network edge to assist mobile devices in executing data analysis tasks. Intuitively, offloading compute-intense tasks to edge servers can reduce their execution time. However, poor conditions of the wireless channel connecting the mobile devices to the edge servers may degrade the overall capture-to-output delay achieved by edge offloading. Herein, we focus on edge computing supporting remote object detection by means of Deep Neural Networks (DNNs), and develop a framework to reduce the amount of data transmitte"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2007.15818","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/2007.15818/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":"2026-07-05T03:31:53Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ezr7zo+BpxFKz5XKNAY+vQdXzSINcfEOfWizfsxSNltfZts5wyw5LJmJBPgBsAKeJiyJnTw+B9Yg+FFC1HKlDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T03:57:42.794959Z"},"content_sha256":"7679a1cb31599b89f51b89b5293243dbc71880ef4eee33ae35553ab971a2ef54","schema_version":"1.0","event_id":"sha256:7679a1cb31599b89f51b89b5293243dbc71880ef4eee33ae35553ab971a2ef54"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7B3CKEDOLAYFCCMHALATI7KZEU/bundle.json","state_url":"https://pith.science/pith/7B3CKEDOLAYFCCMHALATI7KZEU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7B3CKEDOLAYFCCMHALATI7KZEU/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":"2026-07-09T03:57:42Z","links":{"resolver":"https://pith.science/pith/7B3CKEDOLAYFCCMHALATI7KZEU","bundle":"https://pith.science/pith/7B3CKEDOLAYFCCMHALATI7KZEU/bundle.json","state":"https://pith.science/pith/7B3CKEDOLAYFCCMHALATI7KZEU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7B3CKEDOLAYFCCMHALATI7KZEU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:7B3CKEDOLAYFCCMHALATI7KZEU","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":"50b5c7313efa53f68f96156780035e0757116d31052bac767540dcd7c71cecb8","cross_cats_sorted":["cs.LG","eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-07-31T03:11:46Z","title_canon_sha256":"275014df5b8ece6c7350a2de266996d5f65cf24be9ff24872bf55e22e47e9527"},"schema_version":"1.0","source":{"id":"2007.15818","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2007.15818","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"arxiv_version","alias_value":"2007.15818v2","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2007.15818","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"pith_short_12","alias_value":"7B3CKEDOLAYF","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"pith_short_16","alias_value":"7B3CKEDOLAYFCCMH","created_at":"2026-07-05T03:31:53Z"},{"alias_kind":"pith_short_8","alias_value":"7B3CKEDO","created_at":"2026-07-05T03:31:53Z"}],"graph_snapshots":[{"event_id":"sha256:7679a1cb31599b89f51b89b5293243dbc71880ef4eee33ae35553ab971a2ef54","target":"graph","created_at":"2026-07-05T03:31:53Z","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/2007.15818/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The edge computing paradigm places compute-capable devices - edge servers - at the network edge to assist mobile devices in executing data analysis tasks. Intuitively, offloading compute-intense tasks to edge servers can reduce their execution time. However, poor conditions of the wireless channel connecting the mobile devices to the edge servers may degrade the overall capture-to-output delay achieved by edge offloading. Herein, we focus on edge computing supporting remote object detection by means of Deep Neural Networks (DNNs), and develop a framework to reduce the amount of data transmitte","authors_text":"Marco Levorato, Yoshitomo Matsubara","cross_cats":["cs.LG","eess.IV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-07-31T03:11:46Z","title":"Neural Compression and Filtering for Edge-assisted Real-time Object Detection in Challenged Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2007.15818","kind":"arxiv","version":2},"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":"sha256:5c1af88855252704706f0c30e13710fbf5d1d612658ef5b3fbd6c1c72d373fcb","target":"record","created_at":"2026-07-05T03:31:53Z","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":"50b5c7313efa53f68f96156780035e0757116d31052bac767540dcd7c71cecb8","cross_cats_sorted":["cs.LG","eess.IV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-07-31T03:11:46Z","title_canon_sha256":"275014df5b8ece6c7350a2de266996d5f65cf24be9ff24872bf55e22e47e9527"},"schema_version":"1.0","source":{"id":"2007.15818","kind":"arxiv","version":2}},"canonical_sha256":"f87625106e583051098702c1347d59251b69c14ecacf93646fd972bbf7931691","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f87625106e583051098702c1347d59251b69c14ecacf93646fd972bbf7931691","first_computed_at":"2026-07-05T03:31:53.128234Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:31:53.128234Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IBwZO6LPX6x3gW/m4Y4s6N6vyaUZWp12OBFnKjs2xWCQxOLR1xnn7VSRalcGce+AJ7yMkfgf/eUyjVYYHm1FDg==","signature_status":"signed_v1","signed_at":"2026-07-05T03:31:53.128786Z","signed_message":"canonical_sha256_bytes"},"source_id":"2007.15818","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5c1af88855252704706f0c30e13710fbf5d1d612658ef5b3fbd6c1c72d373fcb","sha256:7679a1cb31599b89f51b89b5293243dbc71880ef4eee33ae35553ab971a2ef54"],"state_sha256":"14d856dd6e08b0a00da7e6e26fa99bb79ceb856f32f000db86910ccaa0ced08e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/1WIdcGan4p/4VR7n3hfEjDBfQMLouuLVuN8kulrRC5OgZkPiOEQkQGhTKlBJw8GPPKWWuKkHBMxkITPf5UECQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T03:57:42.796998Z","bundle_sha256":"a1b548fada6c1c0539b8d4275609063520cbd663a871904a38041d3dbab93732"}}