{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:YRX2PSETDPNZOZR3DDI446DALP","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":"161df52bbbde40948be47b1dcc953c6bfcacd3bd88959e4ddc33b7c427e05e30","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-26T17:12:58Z","title_canon_sha256":"6df03725b57143a1b9cd2c4f4f4b046a470908115d40adc2ef40f202c99b2a23"},"schema_version":"1.0","source":{"id":"2506.21484","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.21484","created_at":"2026-07-05T11:27:46Z"},{"alias_kind":"arxiv_version","alias_value":"2506.21484v1","created_at":"2026-07-05T11:27:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.21484","created_at":"2026-07-05T11:27:46Z"},{"alias_kind":"pith_short_12","alias_value":"YRX2PSETDPNZ","created_at":"2026-07-05T11:27:46Z"},{"alias_kind":"pith_short_16","alias_value":"YRX2PSETDPNZOZR3","created_at":"2026-07-05T11:27:46Z"},{"alias_kind":"pith_short_8","alias_value":"YRX2PSET","created_at":"2026-07-05T11:27:46Z"}],"graph_snapshots":[{"event_id":"sha256:6c0301f1f26770d8143f414d83b218fb875cda1fdd427ab42ccf1253a60e1e49","target":"graph","created_at":"2026-07-05T11:27:46Z","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/2506.21484/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We focus on the source-free domain adaptive object detection (SF-DAOD) problem when source data is unavailable during adaptation and the model must adapt to an unlabeled target domain. The majority of approaches for the problem employ a self-supervised approach using a student-teacher (ST) framework where pseudo-labels are generated via a source-pretrained model for further fine-tuning. We observe that the performance of a student model often degrades drastically, due to the collapse of the teacher model, primarily caused by high noise in pseudo-labels, resulting from domain bias, discrepancie","authors_text":"Janibul Bashir, Tajamul Ashraf","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-26T17:12:58Z","title":"TITAN: Query-Token based Domain Adaptive Adversarial Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.21484","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":"sha256:93ba8375f6be4d250271377969b0d7b9b13ca3bdf71a1f4dec09738c01f1b6f3","target":"record","created_at":"2026-07-05T11:27:46Z","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":"161df52bbbde40948be47b1dcc953c6bfcacd3bd88959e4ddc33b7c427e05e30","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-06-26T17:12:58Z","title_canon_sha256":"6df03725b57143a1b9cd2c4f4f4b046a470908115d40adc2ef40f202c99b2a23"},"schema_version":"1.0","source":{"id":"2506.21484","kind":"arxiv","version":1}},"canonical_sha256":"c46fa7c8931bdb97663b18d1ce78605bf5ed24ae423257a32bd18386c940351f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c46fa7c8931bdb97663b18d1ce78605bf5ed24ae423257a32bd18386c940351f","first_computed_at":"2026-07-05T11:27:46.755840Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:27:46.755840Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bw/pY3CuebzZn3+t80N45mraofaLTZaB9k5gqZm6XUCe+9n5ynC6K6JRgmVcjdESIC4YYFN9u7AuqTTWEWN7Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:27:46.756351Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.21484","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:93ba8375f6be4d250271377969b0d7b9b13ca3bdf71a1f4dec09738c01f1b6f3","sha256:6c0301f1f26770d8143f414d83b218fb875cda1fdd427ab42ccf1253a60e1e49"],"state_sha256":"d5071c89518df4c4e7785cd2a155bd6ee9810b8e584fd5b8136ff2f80e4ad269"}