{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:JKWHQ62KPLBBV6JB26NLCNCIZV","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":"7a4f00d64f1e447156ece7de3daae984d70b4025103f412cacc27b4f81a9a598","cross_cats_sorted":["cs.CR","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:00:31Z","title_canon_sha256":"e513faebcbc703e34267018a6eeaea03dc2143475e664c5eaa5e1be45e62ae2a"},"schema_version":"1.0","source":{"id":"2305.20030","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.20030","created_at":"2026-07-05T06:27:50Z"},{"alias_kind":"arxiv_version","alias_value":"2305.20030v3","created_at":"2026-07-05T06:27:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.20030","created_at":"2026-07-05T06:27:50Z"},{"alias_kind":"pith_short_12","alias_value":"JKWHQ62KPLBB","created_at":"2026-07-05T06:27:50Z"},{"alias_kind":"pith_short_16","alias_value":"JKWHQ62KPLBBV6JB","created_at":"2026-07-05T06:27:50Z"},{"alias_kind":"pith_short_8","alias_value":"JKWHQ62K","created_at":"2026-07-05T06:27:50Z"}],"graph_snapshots":[{"event_id":"sha256:b4edec7e950e7fce9f8154116f34dc013badcfef7ae74156229c101edf8654df","target":"graph","created_at":"2026-07-05T06:27:50Z","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/2305.20030/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Watermarking the outputs of generative models is a crucial technique for tracing copyright and preventing potential harm from AI-generated content. In this paper, we introduce a novel technique called Tree-Ring Watermarking that robustly fingerprints diffusion model outputs. Unlike existing methods that perform post-hoc modifications to images after sampling, Tree-Ring Watermarking subtly influences the entire sampling process, resulting in a model fingerprint that is invisible to humans. The watermark embeds a pattern into the initial noise vector used for sampling. These patterns are structu","authors_text":"John Kirchenbauer, Jonas Geiping, Tom Goldstein, Yuxin Wen","cross_cats":["cs.CR","cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:00:31Z","title":"Tree-Ring Watermarks: Fingerprints for Diffusion Images that are Invisible and Robust"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.20030","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:b9fccc532f94fccb1f12c7d63c677ca1ea0049b2c7d53a2e49bfbaf0216ac8f8","target":"record","created_at":"2026-07-05T06:27:50Z","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":"7a4f00d64f1e447156ece7de3daae984d70b4025103f412cacc27b4f81a9a598","cross_cats_sorted":["cs.CR","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:00:31Z","title_canon_sha256":"e513faebcbc703e34267018a6eeaea03dc2143475e664c5eaa5e1be45e62ae2a"},"schema_version":"1.0","source":{"id":"2305.20030","kind":"arxiv","version":3}},"canonical_sha256":"4aac787b4a7ac21af921d79ab13448cd78961b7c0074c36dd67a99700635752c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4aac787b4a7ac21af921d79ab13448cd78961b7c0074c36dd67a99700635752c","first_computed_at":"2026-07-05T06:27:50.306212Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:27:50.306212Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TUJGXNaUZreZ5G85XKO+mtgFiNwMrLvn+/KHxoaGaxjPKi0ezikj/CIV5yoreLZiKNBZsRJVQvUNYjuUfm7oAA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:27:50.306804Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.20030","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b9fccc532f94fccb1f12c7d63c677ca1ea0049b2c7d53a2e49bfbaf0216ac8f8","sha256:b4edec7e950e7fce9f8154116f34dc013badcfef7ae74156229c101edf8654df"],"state_sha256":"63eb17c68dcf3182d4f10ee39af738e98f77d21c4061e8840f51c7ef5145c53e"}