{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:PTPBDNUXVDLFFIFNM5PUFPYOYI","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":"f1e3c68948a70104eb96db62c1232509923239323ab1a9069772db26e8830d16","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-09-27T14:33:43Z","title_canon_sha256":"c5c568bb180f87a1563fbdbaa6d7183668145bce2a05a6cecbaad1f1e255c0ee"},"schema_version":"1.0","source":{"id":"1810.03964","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1810.03964","created_at":"2026-05-17T23:57:06Z"},{"alias_kind":"arxiv_version","alias_value":"1810.03964v2","created_at":"2026-05-17T23:57:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1810.03964","created_at":"2026-05-17T23:57:06Z"},{"alias_kind":"pith_short_12","alias_value":"PTPBDNUXVDLF","created_at":"2026-05-18T12:32:46Z"},{"alias_kind":"pith_short_16","alias_value":"PTPBDNUXVDLFFIFN","created_at":"2026-05-18T12:32:46Z"},{"alias_kind":"pith_short_8","alias_value":"PTPBDNUX","created_at":"2026-05-18T12:32:46Z"}],"graph_snapshots":[{"event_id":"sha256:19e9f90fc0596043077c7371a4b99251f46cd81f900d722d48a71de8d2719b64","target":"graph","created_at":"2026-05-17T23:57:06Z","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"},"paper":{"abstract_excerpt":"Advanced video classification systems decode video frames to derive the necessary texture and motion representations for ingestion and analysis by spatio-temporal deep convolutional neural networks (CNNs). However, when considering visual Internet-of-Things applications, surveillance systems and semantic crawlers of large video repositories, the video capture and the CNN-based semantic analysis parts do not tend to be co-located. This necessitates the transport of compressed video over networks and incurs significant overhead in bandwidth and energy consumption, thereby significantly undermini","authors_text":"Aaron Chadha, Alhabib Abbas, Mohammad Jubran, Yiannis Andreopoulos","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-09-27T14:33:43Z","title":"Rate-Accuracy Trade-Off In Video Classification With Deep Convolutional Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1810.03964","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:b6b4fff73720d57a886dcc828cc75fed245e4c55cfef1343d0ebfed9b058eb69","target":"record","created_at":"2026-05-17T23:57:06Z","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":"f1e3c68948a70104eb96db62c1232509923239323ab1a9069772db26e8830d16","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-09-27T14:33:43Z","title_canon_sha256":"c5c568bb180f87a1563fbdbaa6d7183668145bce2a05a6cecbaad1f1e255c0ee"},"schema_version":"1.0","source":{"id":"1810.03964","kind":"arxiv","version":2}},"canonical_sha256":"7cde11b697a8d652a0ad675f42bf0ec21ae87ccaeaa80cd5146e03f52be2c552","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7cde11b697a8d652a0ad675f42bf0ec21ae87ccaeaa80cd5146e03f52be2c552","first_computed_at":"2026-05-17T23:57:06.095369Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:57:06.095369Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oQ5OvJ85N8gCBC0GHCNglxyjMiS1TeBmw/5BzjPWhfw5Vbd+gOeKONIpLwgODn9i2jLhRS4Q6XKKbIekt7GiDg==","signature_status":"signed_v1","signed_at":"2026-05-17T23:57:06.095942Z","signed_message":"canonical_sha256_bytes"},"source_id":"1810.03964","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b6b4fff73720d57a886dcc828cc75fed245e4c55cfef1343d0ebfed9b058eb69","sha256:19e9f90fc0596043077c7371a4b99251f46cd81f900d722d48a71de8d2719b64"],"state_sha256":"018c8e8c4fbe6dc67db10fb6be8a982bd15728769715ee6926cae55541bd8e5d"}