{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:XU5ZANQOSDCTUEJSY4RTITT4K3","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":"3bac99b95007fff2c859c886e5885f74b437f01795aa08e4c2f07a40787a40dd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-07-21T17:59:59Z","title_canon_sha256":"49f0943551e28667e88a0d144384bf1f55dd58cc4350fd66b9a37354dfab8307"},"schema_version":"1.0","source":{"id":"2207.10667","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.10667","created_at":"2026-07-05T04:42:28Z"},{"alias_kind":"arxiv_version","alias_value":"2207.10667v1","created_at":"2026-07-05T04:42:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.10667","created_at":"2026-07-05T04:42:28Z"},{"alias_kind":"pith_short_12","alias_value":"XU5ZANQOSDCT","created_at":"2026-07-05T04:42:28Z"},{"alias_kind":"pith_short_16","alias_value":"XU5ZANQOSDCTUEJS","created_at":"2026-07-05T04:42:28Z"},{"alias_kind":"pith_short_8","alias_value":"XU5ZANQO","created_at":"2026-07-05T04:42:28Z"}],"graph_snapshots":[{"event_id":"sha256:f5909f410ad7232f2e4419928a784627ca78194306085f2a927b48129e8c207c","target":"graph","created_at":"2026-07-05T04:42:28Z","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/2207.10667/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Unsupervised Domain Adaptation (UDA) aims at reducing the domain gap between training and testing data and is, in most cases, carried out in offline manner. However, domain changes may occur continuously and unpredictably during deployment (e.g. sudden weather changes). In such conditions, deep neural networks witness dramatic drops in accuracy and offline adaptation may not be enough to contrast it. In this paper, we tackle Online Domain Adaptation (OnDA) for semantic segmentation. We design a pipeline that is robust to continuous domain shifts, either gradual or sudden, and we evaluate it in","authors_text":"Linus H\\\"arenstam-Nielsen, Matteo Poggi, Pier Luigi Dovesi, Theodoros Panagiotakopoulos","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-07-21T17:59:59Z","title":"Online Domain Adaptation for Semantic Segmentation in Ever-Changing Conditions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.10667","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":"sha256:6284ded20a5b5a0b60a039c73f41000b43e5557294cb6114458f6fda3c0ed909","target":"record","created_at":"2026-07-05T04:42:28Z","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":"3bac99b95007fff2c859c886e5885f74b437f01795aa08e4c2f07a40787a40dd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-07-21T17:59:59Z","title_canon_sha256":"49f0943551e28667e88a0d144384bf1f55dd58cc4350fd66b9a37354dfab8307"},"schema_version":"1.0","source":{"id":"2207.10667","kind":"arxiv","version":1}},"canonical_sha256":"bd3b90360e90c53a1132c723344e7c56db59c20139bd56b1e57789b07d4bf70a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bd3b90360e90c53a1132c723344e7c56db59c20139bd56b1e57789b07d4bf70a","first_computed_at":"2026-07-05T04:42:28.295801Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:42:28.295801Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"b1xQ3YI/2HpLLNbv+YkElJtHaZ19wRLg5pndG5OrFc4yr3ZUcLcAm04OAT91NiqiJG2YNUvDFS+JiHb1Ze7kBg==","signature_status":"signed_v1","signed_at":"2026-07-05T04:42:28.296308Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.10667","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6284ded20a5b5a0b60a039c73f41000b43e5557294cb6114458f6fda3c0ed909","sha256:f5909f410ad7232f2e4419928a784627ca78194306085f2a927b48129e8c207c"],"state_sha256":"4099319a84823e296388ce96e9000fe8400ff22d64c72c55e1f18b0bc7eaeca9"}