{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:DSR2OVILWMZZ3XLSIZBINHSUM5","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":"399e97da47c7988e12973cc26fed4663ef8b40f9b593fda71f6564931c870fc5","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-24T05:34:23Z","title_canon_sha256":"bbb03c5d0fe3c33099aed1f13bf76edb02946981a492db2fd103b794de648a02"},"schema_version":"1.0","source":{"id":"2405.15225","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.15225","created_at":"2026-07-05T08:22:46Z"},{"alias_kind":"arxiv_version","alias_value":"2405.15225v1","created_at":"2026-07-05T08:22:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.15225","created_at":"2026-07-05T08:22:46Z"},{"alias_kind":"pith_short_12","alias_value":"DSR2OVILWMZZ","created_at":"2026-07-05T08:22:46Z"},{"alias_kind":"pith_short_16","alias_value":"DSR2OVILWMZZ3XLS","created_at":"2026-07-05T08:22:46Z"},{"alias_kind":"pith_short_8","alias_value":"DSR2OVIL","created_at":"2026-07-05T08:22:46Z"}],"graph_snapshots":[{"event_id":"sha256:b0151f29ac2d620f81b639c35a9f1f107bee93882d9b3f3aff55d0de81cec364","target":"graph","created_at":"2026-07-05T08:22:46Z","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/2405.15225/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Single-source domain generalization (SDG) for object detection is a challenging yet essential task as the distribution bias of the unseen domain degrades the algorithm performance significantly. However, existing methods attempt to extract domain-invariant features, neglecting that the biased data leads the network to learn biased features that are non-causal and poorly generalizable. To this end, we propose an Unbiased Faster R-CNN (UFR) for generalizable feature learning. Specifically, we formulate SDG in object detection from a causal perspective and construct a Structural Causal Model (SCM","authors_text":"Baojie Fan, Chunhui Hao, Jiandong Tian, Shijun Zhou, Xiyao Liu, Yajing Liu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-24T05:34:23Z","title":"Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.15225","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:a939e74d7cb2ff69c9954d3fdfa09f500e991e91f8bd07162da7fb9dee281938","target":"record","created_at":"2026-07-05T08:22:46Z","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":"399e97da47c7988e12973cc26fed4663ef8b40f9b593fda71f6564931c870fc5","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-05-24T05:34:23Z","title_canon_sha256":"bbb03c5d0fe3c33099aed1f13bf76edb02946981a492db2fd103b794de648a02"},"schema_version":"1.0","source":{"id":"2405.15225","kind":"arxiv","version":1}},"canonical_sha256":"1ca3a7550bb3339ddd724642869e5467689e439fd16381238f7593e27905ea3d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1ca3a7550bb3339ddd724642869e5467689e439fd16381238f7593e27905ea3d","first_computed_at":"2026-07-05T08:22:46.609637Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:22:46.609637Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ag61bxS3+btOljrIZOrbvx7PjNPoa3YAPx+nWkofw5IQX4LwDMuAMY6zpmmSUAaVdufvTx7+7AjhU2BL9t4xCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:22:46.610120Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.15225","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a939e74d7cb2ff69c9954d3fdfa09f500e991e91f8bd07162da7fb9dee281938","sha256:b0151f29ac2d620f81b639c35a9f1f107bee93882d9b3f3aff55d0de81cec364"],"state_sha256":"be6fa89eb1453a37729a5ada7f69d6822b844e5e780656d94a7319975494e631"}