{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:HTQEVAAFV7JRKILEEK7YT726AL","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":"a9a5e2ab88830833db4e3b93f7960ceb6c79077d45325e938fabe8439571c32c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-10-24T16:10:09Z","title_canon_sha256":"9d123dc952eaea50fbe8ae46e2cc84eb6957d607cc4c45116e59a58fd1c5ff21"},"schema_version":"1.0","source":{"id":"2510.21605","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2510.21605","created_at":"2026-06-19T16:12:04Z"},{"alias_kind":"arxiv_version","alias_value":"2510.21605v3","created_at":"2026-06-19T16:12:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.21605","created_at":"2026-06-19T16:12:04Z"},{"alias_kind":"pith_short_12","alias_value":"HTQEVAAFV7JR","created_at":"2026-06-19T16:12:04Z"},{"alias_kind":"pith_short_16","alias_value":"HTQEVAAFV7JRKILE","created_at":"2026-06-19T16:12:04Z"},{"alias_kind":"pith_short_8","alias_value":"HTQEVAAF","created_at":"2026-06-19T16:12:04Z"}],"graph_snapshots":[{"event_id":"sha256:5d6ea0036afc77c2b2ba527f65e6ea0298fab8b31c5cc1749737c9f516498ba7","target":"graph","created_at":"2026-06-19T16:12:04Z","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/2510.21605/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Salient object detection exemplifies data-bounded tasks where expensive pixel-precise annotations force separate model training for related subtasks like DIS and HR-SOD. We present a method that dramatically improves generalization through large-scale synthetic data generation and ambiguity-aware architecture. We introduce S3OD, a dataset of over 139,000 high-resolution images created through our multi-modal diffusion pipeline that extracts labels from diffusion and DINO-v3 features. The iterative generation framework prioritizes challenging categories based on model performance. We propose a ","authors_text":"Christian Rupprecht, Hirokatsu Kataoka, Orest Kupyn","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-10-24T16:10:09Z","title":"S3OD: Towards Generalizable Salient Object Detection with Synthetic Data"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.21605","kind":"arxiv","version":3},"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:a5f679ed0b9629588175750e5727068bcdb62d859295291c64e3a6492de088d0","target":"record","created_at":"2026-06-19T16:12:04Z","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":"a9a5e2ab88830833db4e3b93f7960ceb6c79077d45325e938fabe8439571c32c","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-10-24T16:10:09Z","title_canon_sha256":"9d123dc952eaea50fbe8ae46e2cc84eb6957d607cc4c45116e59a58fd1c5ff21"},"schema_version":"1.0","source":{"id":"2510.21605","kind":"arxiv","version":3}},"canonical_sha256":"3ce04a8005afd315216422bf89ff5e02e91798e20d3008dc41fc2be6de7314c1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3ce04a8005afd315216422bf89ff5e02e91798e20d3008dc41fc2be6de7314c1","first_computed_at":"2026-06-19T16:12:04.460274Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-19T16:12:04.460274Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"FXSd3dBEOxRKnzMzXuSU8a46tv3upUnfbReUuoBeOv0d3k+CbVxIzGwOGF32wwUubcsm7MK5azmDJ0WHUdOgAw==","signature_status":"signed_v1","signed_at":"2026-06-19T16:12:04.460743Z","signed_message":"canonical_sha256_bytes"},"source_id":"2510.21605","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a5f679ed0b9629588175750e5727068bcdb62d859295291c64e3a6492de088d0","sha256:5d6ea0036afc77c2b2ba527f65e6ea0298fab8b31c5cc1749737c9f516498ba7"],"state_sha256":"0fc1e6aaef04afeb28760407974aea6a38774f506e0ee2297663c5964bfb1f41"}