{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:EVOH5ZNYRW7YT44G2TPUZ37WFX","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":"ae72514fd4028224b894d0f4250457bb69ac992c755c4c2d8b4ea2b34c811bd5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-27T20:13:15Z","title_canon_sha256":"2d2880abc47e0a3882a49ee3597bf164e98600b2b893be698fc060ea0e3e5c35"},"schema_version":"1.0","source":{"id":"2311.16294","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.16294","created_at":"2026-07-05T07:17:38Z"},{"alias_kind":"arxiv_version","alias_value":"2311.16294v1","created_at":"2026-07-05T07:17:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.16294","created_at":"2026-07-05T07:17:38Z"},{"alias_kind":"pith_short_12","alias_value":"EVOH5ZNYRW7Y","created_at":"2026-07-05T07:17:38Z"},{"alias_kind":"pith_short_16","alias_value":"EVOH5ZNYRW7YT44G","created_at":"2026-07-05T07:17:38Z"},{"alias_kind":"pith_short_8","alias_value":"EVOH5ZNY","created_at":"2026-07-05T07:17:38Z"}],"graph_snapshots":[{"event_id":"sha256:ecb50173888cfa7db4fa0f3b589f1b7b1996dd3991172a1f4491f94cc8d99220","target":"graph","created_at":"2026-07-05T07:17:38Z","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/2311.16294/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Conventional domain adaptation algorithms aim to achieve better generalization by aligning only the task-discriminative causal factors between a source and target domain. However, we find that retaining the spurious correlation between causal and non-causal factors plays a vital role in bridging the domain gap and improving target adaptation. Therefore, we propose to build a framework that disentangles and supports causal factor alignment by aligning the non-causal factors first. We also investigate and find that the strong shape bias of vision transformers, coupled with its multi-head attenti","authors_text":"Akshay Kulkarni, Ashish Ramayee Asokan, Jogendra Nath Kundu, Pradyumna YM, R Venkatesh Babu, Sunandini Sanyal, Suvaansh Bhambri","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-27T20:13:15Z","title":"Aligning Non-Causal Factors for Transformer-Based Source-Free Domain Adaptation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.16294","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:f9b26dff050324f70e1eb9045c3650ecc13f3aea81708d28cfae319118c3039a","target":"record","created_at":"2026-07-05T07:17:38Z","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":"ae72514fd4028224b894d0f4250457bb69ac992c755c4c2d8b4ea2b34c811bd5","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-27T20:13:15Z","title_canon_sha256":"2d2880abc47e0a3882a49ee3597bf164e98600b2b893be698fc060ea0e3e5c35"},"schema_version":"1.0","source":{"id":"2311.16294","kind":"arxiv","version":1}},"canonical_sha256":"255c7ee5b88dbf89f386d4df4ceff62dd50e2e43c5c678989e827131569c7d32","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"255c7ee5b88dbf89f386d4df4ceff62dd50e2e43c5c678989e827131569c7d32","first_computed_at":"2026-07-05T07:17:38.911265Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:17:38.911265Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"AnRDBxEA1n4tRS5FDa7ErWBI5Wy2FGNnA31UVEDUU791tQOhyEL8IITni00QafoKfVMQYr0Cp/RRTMSjT0ALAw==","signature_status":"signed_v1","signed_at":"2026-07-05T07:17:38.911725Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.16294","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f9b26dff050324f70e1eb9045c3650ecc13f3aea81708d28cfae319118c3039a","sha256:ecb50173888cfa7db4fa0f3b589f1b7b1996dd3991172a1f4491f94cc8d99220"],"state_sha256":"f5567a4f82216683c1f8391e506e88d2aaedfe6ef3c46847d563cdbef20d164e"}