{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:ZYB42SEXQ7VIHKRUXUGRTWQEYP","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":"080a26e8ebc9decfba7dc26d13ac53c1a01a814b122ba2adb484c7fcac881a0c","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2023-12-25T14:25:43Z","title_canon_sha256":"c503f60753250395ff99e33670bc3eb0cd5f513149d8ecf39578e402033b388d"},"schema_version":"1.0","source":{"id":"2312.15740","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.15740","created_at":"2026-07-05T07:41:01Z"},{"alias_kind":"arxiv_version","alias_value":"2312.15740v2","created_at":"2026-07-05T07:41:01Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.15740","created_at":"2026-07-05T07:41:01Z"},{"alias_kind":"pith_short_12","alias_value":"ZYB42SEXQ7VI","created_at":"2026-07-05T07:41:01Z"},{"alias_kind":"pith_short_16","alias_value":"ZYB42SEXQ7VIHKRU","created_at":"2026-07-05T07:41:01Z"},{"alias_kind":"pith_short_8","alias_value":"ZYB42SEX","created_at":"2026-07-05T07:41:01Z"}],"graph_snapshots":[{"event_id":"sha256:a15d6cd76fab1a54507d0dee033540f1a4525f1f7f24760fc2f5d7e237f31bd7","target":"graph","created_at":"2026-07-05T07:41:01Z","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/2312.15740/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"High-definition (HD) cameras for surveillance and road traffic have experienced tremendous growth, demanding intensive computation resources for real-time analytics. Recently, offloading frames from the front-end device to the back-end edge server has shown great promise. In multi-stream competitive environments, efficient bandwidth management and proper scheduling are crucial to ensure both high inference accuracy and high throughput. To achieve this goal, we propose BiSwift, a bi-level framework that scales the concurrent real-time video analytics by a novel adaptive hybrid codec integrated ","authors_text":"Haipeng Dai, Liang Mi, Lin Sun, Tingting Yuan, Weijun Wang, Xiaoming Fu, Yunxin Liu","cross_cats":["cs.CV","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2023-12-25T14:25:43Z","title":"BiSwift: Bandwidth Orchestrator for Multi-Stream Video Analytics on Edge"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.15740","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:de237b2f64cc1f996111af703d11f75fbeda3eb8605ad2007037c7061d2e4f72","target":"record","created_at":"2026-07-05T07:41:01Z","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":"080a26e8ebc9decfba7dc26d13ac53c1a01a814b122ba2adb484c7fcac881a0c","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2023-12-25T14:25:43Z","title_canon_sha256":"c503f60753250395ff99e33670bc3eb0cd5f513149d8ecf39578e402033b388d"},"schema_version":"1.0","source":{"id":"2312.15740","kind":"arxiv","version":2}},"canonical_sha256":"ce03cd489787ea83aa34bd0d19da04c3e4e95c63a617cabe8c12763310352d93","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ce03cd489787ea83aa34bd0d19da04c3e4e95c63a617cabe8c12763310352d93","first_computed_at":"2026-07-05T07:41:01.561513Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:41:01.561513Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"aBVW6c9i5lNdW0TL+1zpwowqMtXsvTymlfb271aRW5+CN39XMO9CB8ExkFpSprVViCU4NtSqjq14hn95gW/+DA==","signature_status":"signed_v1","signed_at":"2026-07-05T07:41:01.561928Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.15740","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:de237b2f64cc1f996111af703d11f75fbeda3eb8605ad2007037c7061d2e4f72","sha256:a15d6cd76fab1a54507d0dee033540f1a4525f1f7f24760fc2f5d7e237f31bd7"],"state_sha256":"4b65d79c56a87d9651830a992b42bc10d9c1336bc8998620c978c57d94091df4"}