{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:OCC2IGMPTPKAJ4IASWL2H34EXU","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":"b6c4641f49d36e992e472a0130af73bbe47ed6e88b5d7c346d1c016aacc54acd","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-05T12:20:36Z","title_canon_sha256":"49aa108c1c32d7e02d9c1eaedaaec7eec1dd3c781def72ab59faea743c1044fb"},"schema_version":"1.0","source":{"id":"2406.03188","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.03188","created_at":"2026-07-05T08:27:52Z"},{"alias_kind":"arxiv_version","alias_value":"2406.03188v1","created_at":"2026-07-05T08:27:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.03188","created_at":"2026-07-05T08:27:52Z"},{"alias_kind":"pith_short_12","alias_value":"OCC2IGMPTPKA","created_at":"2026-07-05T08:27:52Z"},{"alias_kind":"pith_short_16","alias_value":"OCC2IGMPTPKAJ4IA","created_at":"2026-07-05T08:27:52Z"},{"alias_kind":"pith_short_8","alias_value":"OCC2IGMP","created_at":"2026-07-05T08:27:52Z"}],"graph_snapshots":[{"event_id":"sha256:3101a789a1abd1e2ca64562af8fa7d82f5cfde079ee6ac22afe3190cc352bd01","target":"graph","created_at":"2026-07-05T08:27:52Z","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/2406.03188/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We introduce Situation Monitor, a novel zero-shot Out-of-Distribution (OOD) detection approach for transformer-based object detection models to enhance reliability in safety-critical machine learning applications such as autonomous driving. The Situation Monitor utilizes the Diversity-based Budding Ensemble Architecture (DBEA) and increases the OOD performance by integrating a diversity loss into the training process on top of the budding ensemble architecture, detecting Far-OOD samples and minimizing false positives on Near-OOD samples. Moreover, utilizing the resulting DBEA increases the mod","authors_text":"Alois Knoll, Fabian Oboril, Gereon Hinz, Kay-Ulrich Scholl, Korbinian Hagn, Michael Paulitsch, Neslihan Kose Cihangir, Qutub Syed","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-05T12:20:36Z","title":"Situation Monitor: Diversity-Driven Zero-Shot Out-of-Distribution Detection using Budding Ensemble Architecture for Object Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.03188","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:bbd9cf344f3bb36f24af374a73938e16968d4b5f1d6bd963aabf679a33cdb382","target":"record","created_at":"2026-07-05T08:27:52Z","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":"b6c4641f49d36e992e472a0130af73bbe47ed6e88b5d7c346d1c016aacc54acd","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-05T12:20:36Z","title_canon_sha256":"49aa108c1c32d7e02d9c1eaedaaec7eec1dd3c781def72ab59faea743c1044fb"},"schema_version":"1.0","source":{"id":"2406.03188","kind":"arxiv","version":1}},"canonical_sha256":"7085a4198f9bd404f1009597a3ef84bd2b8a5a95a2e6acba48dc40d9ef714e5e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7085a4198f9bd404f1009597a3ef84bd2b8a5a95a2e6acba48dc40d9ef714e5e","first_computed_at":"2026-07-05T08:27:52.631546Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:27:52.631546Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"r0xGs+qQ03c4X2V7AB0vqnrLoceOPtrp+1qkV5bRjUXCLbsDLH12U9HPEguCNZgEqT/SoyUg13kWpcyR9Y2JCw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:27:52.632259Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.03188","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bbd9cf344f3bb36f24af374a73938e16968d4b5f1d6bd963aabf679a33cdb382","sha256:3101a789a1abd1e2ca64562af8fa7d82f5cfde079ee6ac22afe3190cc352bd01"],"state_sha256":"a464843a242be8d5a8dde7c1a0041d415313a3ba24f64abc6a3bffbe55a62820"}