{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:EXCCQSFK6BXD7XIPFTJN27PYWP","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":"ef5856a39ce2d0af2481f4ac23e686b4afc7f0c7df0466832de0abc2f809e42a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-10T07:23:58Z","title_canon_sha256":"34d460ba67b8db6fa26073230fa572d1f4c862fb914555e201dc67c8834b2606"},"schema_version":"1.0","source":{"id":"2106.05549","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.05549","created_at":"2026-07-05T02:48:03Z"},{"alias_kind":"arxiv_version","alias_value":"2106.05549v1","created_at":"2026-07-05T02:48:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.05549","created_at":"2026-07-05T02:48:03Z"},{"alias_kind":"pith_short_12","alias_value":"EXCCQSFK6BXD","created_at":"2026-07-05T02:48:03Z"},{"alias_kind":"pith_short_16","alias_value":"EXCCQSFK6BXD7XIP","created_at":"2026-07-05T02:48:03Z"},{"alias_kind":"pith_short_8","alias_value":"EXCCQSFK","created_at":"2026-07-05T02:48:03Z"}],"graph_snapshots":[{"event_id":"sha256:f7a7a4d30fffd9b2de1ece84e9cee2133ce92313886f6412490697c1d2149f9b","target":"graph","created_at":"2026-07-05T02:48:03Z","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/2106.05549/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Many machine learning applications can benefit from simulated data for systematic validation - in particular if real-life data is difficult to obtain or annotate. However, since simulations are prone to domain shift w.r.t. real-life data, it is crucial to verify the transferability of the obtained results. We propose a novel framework consisting of a generative label-to-image synthesis model together with different transferability measures to inspect to what extent we can transfer testing results of semantic segmentation models from synthetic data to equivalent real-life data. With slight modi","authors_text":"Eduardo Brito, Fabian H\\\"uger, Hans-Ulrich Kobialka, Jan David Schneider, Julia Rosenzweig, Maram Akila, Matthias Rottmann, Nico M. Schmidt, Peter Schlicht, Sebastian Houben, Tim Wirtz","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-10T07:23:58Z","title":"Validation of Simulation-Based Testing: Bypassing Domain Shift with Label-to-Image Synthesis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.05549","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":"sha256:18c70d2dd245434736a6b1259c076a51218c745fa523636d3605805058655627","target":"record","created_at":"2026-07-05T02:48:03Z","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":"ef5856a39ce2d0af2481f4ac23e686b4afc7f0c7df0466832de0abc2f809e42a","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2021-06-10T07:23:58Z","title_canon_sha256":"34d460ba67b8db6fa26073230fa572d1f4c862fb914555e201dc67c8834b2606"},"schema_version":"1.0","source":{"id":"2106.05549","kind":"arxiv","version":1}},"canonical_sha256":"25c42848aaf06e3fdd0f2cd2dd7df8b3c0cff80980d8037e807c558c5572098a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"25c42848aaf06e3fdd0f2cd2dd7df8b3c0cff80980d8037e807c558c5572098a","first_computed_at":"2026-07-05T02:48:03.121171Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:48:03.121171Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ufxVghnLI3PkDqZ59EPt7xrIGpW8xiL8CkHnwOT6iPCP3JmdcvjHdpcB6ph7rejkbS/PnBojTnlnNW1di2w0AA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:48:03.121614Z","signed_message":"canonical_sha256_bytes"},"source_id":"2106.05549","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:18c70d2dd245434736a6b1259c076a51218c745fa523636d3605805058655627","sha256:f7a7a4d30fffd9b2de1ece84e9cee2133ce92313886f6412490697c1d2149f9b"],"state_sha256":"d1be1e2c573390b7b6a65c72a3e12d530beafa80b198ae31e9883b8c8a43655e"}