{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:RBSGCCETPZ66GX6I7AAEZFIO6F","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":"aeb0f5f75cb6108f3364d0d64092a2117808e9c40afd8fb05275d87e54f707a8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-02T17:29:32Z","title_canon_sha256":"bf3ff83e33dffaefea128eeed73dfd3ade887501dbad2392c1e832c87ecfdf9e"},"schema_version":"1.0","source":{"id":"2212.01322","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2212.01322","created_at":"2026-07-05T05:54:14Z"},{"alias_kind":"arxiv_version","alias_value":"2212.01322v2","created_at":"2026-07-05T05:54:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2212.01322","created_at":"2026-07-05T05:54:14Z"},{"alias_kind":"pith_short_12","alias_value":"RBSGCCETPZ66","created_at":"2026-07-05T05:54:14Z"},{"alias_kind":"pith_short_16","alias_value":"RBSGCCETPZ66GX6I","created_at":"2026-07-05T05:54:14Z"},{"alias_kind":"pith_short_8","alias_value":"RBSGCCET","created_at":"2026-07-05T05:54:14Z"}],"graph_snapshots":[{"event_id":"sha256:49fcadb2d1120f45f01c3d429e23f020b2b22ab6cca0f501a3211498ac9fa43b","target":"graph","created_at":"2026-07-05T05:54:14Z","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/2212.01322/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In unsupervised domain adaptation (UDA), a model trained on source data (e.g. synthetic) is adapted to target data (e.g. real-world) without access to target annotation. Most previous UDA methods struggle with classes that have a similar visual appearance on the target domain as no ground truth is available to learn the slight appearance differences. To address this problem, we propose a Masked Image Consistency (MIC) module to enhance UDA by learning spatial context relations of the target domain as additional clues for robust visual recognition. MIC enforces the consistency between predictio","authors_text":"Dengxin Dai, Haoran Wang, Luc Van Gool, Lukas Hoyer","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-02T17:29:32Z","title":"MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.01322","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":"sha256:99341a48d06afc2e9e5b90ac38baf8c2055b617389dd13d79b5122774282a7dd","target":"record","created_at":"2026-07-05T05:54:14Z","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":"aeb0f5f75cb6108f3364d0d64092a2117808e9c40afd8fb05275d87e54f707a8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-12-02T17:29:32Z","title_canon_sha256":"bf3ff83e33dffaefea128eeed73dfd3ade887501dbad2392c1e832c87ecfdf9e"},"schema_version":"1.0","source":{"id":"2212.01322","kind":"arxiv","version":2}},"canonical_sha256":"88646108937e7de35fc8f8004c950ef171d9bacd211ae15621062129655ec3d5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"88646108937e7de35fc8f8004c950ef171d9bacd211ae15621062129655ec3d5","first_computed_at":"2026-07-05T05:54:14.231845Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:54:14.231845Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vfFHLjsddnXgECXa5X+Ee6Faiyfu1chosoUhvFJIGLvzGhMwaoP+djsoTTfr/KA31Yv7snByhKRLjiN2gnmpBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T05:54:14.232304Z","signed_message":"canonical_sha256_bytes"},"source_id":"2212.01322","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:99341a48d06afc2e9e5b90ac38baf8c2055b617389dd13d79b5122774282a7dd","sha256:49fcadb2d1120f45f01c3d429e23f020b2b22ab6cca0f501a3211498ac9fa43b"],"state_sha256":"312f2c6538cffae152034c3ceae317fe07735084fc1d6e6b3dd5c02d3bf4d1e1"}