{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:MRGDQP6W4X76CQWTEEDAZWEXDH","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":"b6cffdad1cee7dd04d3695f11946102b0e20756dffe47b04add5339b2e8c3f2b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-12-13T04:06:18Z","title_canon_sha256":"c732b1e8ff20ee2a9422558186b4c828492ac944306b9f42b8174d261ab7241a"},"schema_version":"1.0","source":{"id":"2312.07884","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2312.07884","created_at":"2026-07-05T07:27:09Z"},{"alias_kind":"arxiv_version","alias_value":"2312.07884v2","created_at":"2026-07-05T07:27:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.07884","created_at":"2026-07-05T07:27:09Z"},{"alias_kind":"pith_short_12","alias_value":"MRGDQP6W4X76","created_at":"2026-07-05T07:27:09Z"},{"alias_kind":"pith_short_16","alias_value":"MRGDQP6W4X76CQWT","created_at":"2026-07-05T07:27:09Z"},{"alias_kind":"pith_short_8","alias_value":"MRGDQP6W","created_at":"2026-07-05T07:27:09Z"}],"graph_snapshots":[{"event_id":"sha256:a33bb9ff7db909e47e41190eecc7c9f27c7161f86aadc326ab7314279b9a760a","target":"graph","created_at":"2026-07-05T07:27:09Z","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/2312.07884/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Nighttime unmanned aerial vehicle (UAV) tracking has been facilitated with indispensable plug-and-play low-light enhancers. However, the introduction of low-light enhancers increases the extra computational burden for the UAV, significantly hindering the development of real-time UAV applications. Meanwhile, these state-of-the-art (SOTA) enhancers lack tight coupling with the advanced daytime UAV tracking approach. To solve the above issues, this work proposes a novel mutual-learning knowledge distillation framework for nighttime UAV tracking, i.e., MLKD. This framework is constructed to learn ","authors_text":"Yufeng Liu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-12-13T04:06:18Z","title":"Mutual-Learning Knowledge Distillation for Nighttime UAV Tracking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.07884","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":"sha256:0cd3a1914346d47e06d7a413aeffa4c14228a262d88cc3f5a0bb9b1b1586e40c","target":"record","created_at":"2026-07-05T07:27:09Z","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":"b6cffdad1cee7dd04d3695f11946102b0e20756dffe47b04add5339b2e8c3f2b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-12-13T04:06:18Z","title_canon_sha256":"c732b1e8ff20ee2a9422558186b4c828492ac944306b9f42b8174d261ab7241a"},"schema_version":"1.0","source":{"id":"2312.07884","kind":"arxiv","version":2}},"canonical_sha256":"644c383fd6e5ffe142d321060cd89719c5756431c1505645cba6c33c07d62a9b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"644c383fd6e5ffe142d321060cd89719c5756431c1505645cba6c33c07d62a9b","first_computed_at":"2026-07-05T07:27:09.930255Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:27:09.930255Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WviC0hHRbAavy9jLOL8mvgBM2+zbEOy4XxxOXrQVex7bHtGWmmLZ4qpBYCSphmvS+C3rxMp+PS0DzboZg/6vDw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:27:09.930755Z","signed_message":"canonical_sha256_bytes"},"source_id":"2312.07884","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0cd3a1914346d47e06d7a413aeffa4c14228a262d88cc3f5a0bb9b1b1586e40c","sha256:a33bb9ff7db909e47e41190eecc7c9f27c7161f86aadc326ab7314279b9a760a"],"state_sha256":"46a30dd678d43fa8214af9cb378a70728c408c5cb8b39d1b18a42e25b2436008"}