{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:AVAPD77VRDDF4JUUW3T5RRUF4D","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":"92713996f6f1d5fe8a021b8fb4688640ae429fcab5c5ca57738c293891bf1efb","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-04-05T04:41:45Z","title_canon_sha256":"b48f074f78354117618ddf040c8758fbba9f1ba5a0c73f807abf3075068105d1"},"schema_version":"1.0","source":{"id":"2004.02093","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2004.02093","created_at":"2026-07-05T00:54:05Z"},{"alias_kind":"arxiv_version","alias_value":"2004.02093v2","created_at":"2026-07-05T00:54:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2004.02093","created_at":"2026-07-05T00:54:05Z"},{"alias_kind":"pith_short_12","alias_value":"AVAPD77VRDDF","created_at":"2026-07-05T00:54:05Z"},{"alias_kind":"pith_short_16","alias_value":"AVAPD77VRDDF4JUU","created_at":"2026-07-05T00:54:05Z"},{"alias_kind":"pith_short_8","alias_value":"AVAPD77V","created_at":"2026-07-05T00:54:05Z"}],"graph_snapshots":[{"event_id":"sha256:d63724bee329162bd27005981e57c1ed0eef7e6e250a2d8bfe0e43d83318b2a6","target":"graph","created_at":"2026-07-05T00:54:05Z","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/2004.02093/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Cross-domain object detection has recently attracted more and more attention for real-world applications, since it helps build robust detectors adapting well to new environments. In this work, we propose an end-to-end solution based on Faster R-CNN, where ground-truth annotations are available for source images (e.g., cartoon) but not for target ones (e.g., watercolor) during training. Motivated by the observation that the transferabilities of different neural network layers differ from each other, we propose to apply a number of domain alignment strategies to different layers of Faster R-CNN,","authors_text":"Lixin Duan, Minghao Fu, Wen Li, Zhenshan Xie","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-04-05T04:41:45Z","title":"Deeply Aligned Adaptation for Cross-domain Object Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2004.02093","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":"sha256:2c33e0fa03d39f1a7293893e0bed3389714c7693112704a035a7fcf03c7e882c","target":"record","created_at":"2026-07-05T00:54:05Z","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":"92713996f6f1d5fe8a021b8fb4688640ae429fcab5c5ca57738c293891bf1efb","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-04-05T04:41:45Z","title_canon_sha256":"b48f074f78354117618ddf040c8758fbba9f1ba5a0c73f807abf3075068105d1"},"schema_version":"1.0","source":{"id":"2004.02093","kind":"arxiv","version":2}},"canonical_sha256":"0540f1fff588c65e2694b6e7d8c685e0d0a2895680302a748890701ae479dae9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0540f1fff588c65e2694b6e7d8c685e0d0a2895680302a748890701ae479dae9","first_computed_at":"2026-07-05T00:54:05.095011Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:54:05.095011Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"SbjXlO8UI238PLu0kkOLua4rTWtqUN26pDe7+KoZUPZSZ5VRhdFIDGv/WjSKYnghj8pN5Dd/kTuVPgAir71vDg==","signature_status":"signed_v1","signed_at":"2026-07-05T00:54:05.095486Z","signed_message":"canonical_sha256_bytes"},"source_id":"2004.02093","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2c33e0fa03d39f1a7293893e0bed3389714c7693112704a035a7fcf03c7e882c","sha256:d63724bee329162bd27005981e57c1ed0eef7e6e250a2d8bfe0e43d83318b2a6"],"state_sha256":"24b243d50b30ade5c1336a8cc42244993ead9e89ece5d31e1361644492bfc7e7"}