{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:OCC2IGMPTPKAJ4IASWL2H34EXU","short_pith_number":"pith:OCC2IGMP","canonical_record":{"source":{"id":"2406.03188","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-05T12:20:36Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"49aa108c1c32d7e02d9c1eaedaaec7eec1dd3c781def72ab59faea743c1044fb","abstract_canon_sha256":"b6c4641f49d36e992e472a0130af73bbe47ed6e88b5d7c346d1c016aacc54acd"},"schema_version":"1.0"},"canonical_sha256":"7085a4198f9bd404f1009597a3ef84bd2b8a5a95a2e6acba48dc40d9ef714e5e","source":{"kind":"arxiv","id":"2406.03188","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"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:OCC2IGMPTPKAJ4IASWL2H34EXU","target":"record","payload":{"canonical_record":{"source":{"id":"2406.03188","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-06-05T12:20:36Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"49aa108c1c32d7e02d9c1eaedaaec7eec1dd3c781def72ab59faea743c1044fb","abstract_canon_sha256":"b6c4641f49d36e992e472a0130af73bbe47ed6e88b5d7c346d1c016aacc54acd"},"schema_version":"1.0"},"canonical_sha256":"7085a4198f9bd404f1009597a3ef84bd2b8a5a95a2e6acba48dc40d9ef714e5e","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:27:52.632259Z","signature_b64":"r0xGs+qQ03c4X2V7AB0vqnrLoceOPtrp+1qkV5bRjUXCLbsDLH12U9HPEguCNZgEqT/SoyUg13kWpcyR9Y2JCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7085a4198f9bd404f1009597a3ef84bd2b8a5a95a2e6acba48dc40d9ef714e5e","last_reissued_at":"2026-07-05T08:27:52.631546Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:27:52.631546Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2406.03188","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:27:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"l0EnejzuSmAk3g5U2CPRJ4iLQfcXDcB/iVkUz2d2CBeXN6iT24Hbrcl6UEpNdYZKZ2zrIxZ0XbTzTwjS0CZhBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T16:53:11.280773Z"},"content_sha256":"bbd9cf344f3bb36f24af374a73938e16968d4b5f1d6bd963aabf679a33cdb382","schema_version":"1.0","event_id":"sha256:bbd9cf344f3bb36f24af374a73938e16968d4b5f1d6bd963aabf679a33cdb382"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:OCC2IGMPTPKAJ4IASWL2H34EXU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Situation Monitor: Diversity-Driven Zero-Shot Out-of-Distribution Detection using Budding Ensemble Architecture for Object Detection","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CV","authors_text":"Alois Knoll, Fabian Oboril, Gereon Hinz, Kay-Ulrich Scholl, Korbinian Hagn, Michael Paulitsch, Neslihan Kose Cihangir, Qutub Syed","submitted_at":"2024-06-05T12:20:36Z","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"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.03188","kind":"arxiv","version":1},"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/2406.03188/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":"2026-07-05T08:27:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pXfejuISwpioa1NfYxoAcZluniGngPm4kmBoDRK3Rc/EH/+4PHNYnujWQWPiOx9MhRVp3CGlbSHfCqmOHEAzAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T16:53:11.281138Z"},"content_sha256":"3101a789a1abd1e2ca64562af8fa7d82f5cfde079ee6ac22afe3190cc352bd01","schema_version":"1.0","event_id":"sha256:3101a789a1abd1e2ca64562af8fa7d82f5cfde079ee6ac22afe3190cc352bd01"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OCC2IGMPTPKAJ4IASWL2H34EXU/bundle.json","state_url":"https://pith.science/pith/OCC2IGMPTPKAJ4IASWL2H34EXU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OCC2IGMPTPKAJ4IASWL2H34EXU/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":"2026-07-06T16:53:11Z","links":{"resolver":"https://pith.science/pith/OCC2IGMPTPKAJ4IASWL2H34EXU","bundle":"https://pith.science/pith/OCC2IGMPTPKAJ4IASWL2H34EXU/bundle.json","state":"https://pith.science/pith/OCC2IGMPTPKAJ4IASWL2H34EXU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OCC2IGMPTPKAJ4IASWL2H34EXU/bundle.json"},"state":{"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"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kz/CCgW6ffjKx93/801q1t12SF8IfEdKoFkI5b1EEDhw8QFGrGYBv2nfx+ZbxUks3wTIhe1TSUsfRspRmW5cBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T16:53:11.283167Z","bundle_sha256":"3fc8172620a91f5aee1c131bb3a3490554d6fd6c19ca2485d92b01bf21f296d1"}}