{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:S6AWBIM3JX6OFCLTYZ7CSZ22NH","short_pith_number":"pith:S6AWBIM3","canonical_record":{"source":{"id":"2305.20086","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:58:02Z","cross_cats_sorted":["cs.CR","cs.CV"],"title_canon_sha256":"19c5d27cb325d28b6fc24e800409c7275fca146bb7a678cd2a8e70868301d1b8","abstract_canon_sha256":"b70f190c8200aba0199608491bd86b0e05fb6d7db3aefb5c1239127dc0ed0e4e"},"schema_version":"1.0"},"canonical_sha256":"978160a19b4dfce28973c67e29675a69e058a423d81d623c8f27b17847ac5cfa","source":{"kind":"arxiv","id":"2305.20086","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.20086","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"arxiv_version","alias_value":"2305.20086v1","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.20086","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"pith_short_12","alias_value":"S6AWBIM3JX6O","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"pith_short_16","alias_value":"S6AWBIM3JX6OFCLT","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"pith_short_8","alias_value":"S6AWBIM3","created_at":"2026-07-05T06:16:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:S6AWBIM3JX6OFCLTYZ7CSZ22NH","target":"record","payload":{"canonical_record":{"source":{"id":"2305.20086","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:58:02Z","cross_cats_sorted":["cs.CR","cs.CV"],"title_canon_sha256":"19c5d27cb325d28b6fc24e800409c7275fca146bb7a678cd2a8e70868301d1b8","abstract_canon_sha256":"b70f190c8200aba0199608491bd86b0e05fb6d7db3aefb5c1239127dc0ed0e4e"},"schema_version":"1.0"},"canonical_sha256":"978160a19b4dfce28973c67e29675a69e058a423d81d623c8f27b17847ac5cfa","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:16:06.972792Z","signature_b64":"nRLhvM9B6z7h1bKCcJFXSmdxBwHQlv8ZBWiF1t6/lvySt7BIVFy4kGnKMh0iIpBCkSdmm21OPUi8CbHy21AaBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"978160a19b4dfce28973c67e29675a69e058a423d81d623c8f27b17847ac5cfa","last_reissued_at":"2026-07-05T06:16:06.972299Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:16:06.972299Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2305.20086","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:16:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ztGxunYVly9vTb+yFJmZryC5CRB5GbRbtVz8ZyEZgNAyTctRTasmHYv/5ijKyXdTTr2CcxQUD9THmf6ep2UDCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T18:20:05.794929Z"},"content_sha256":"d310abd7eb8d9b32de1fbe95d220a35e50a1fb764d594a2fcbcde4bd31b186e8","schema_version":"1.0","event_id":"sha256:d310abd7eb8d9b32de1fbe95d220a35e50a1fb764d594a2fcbcde4bd31b186e8"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:S6AWBIM3JX6OFCLTYZ7CSZ22NH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Understanding and Mitigating Copying in Diffusion Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CR","cs.CV"],"primary_cat":"cs.LG","authors_text":"Gowthami Somepalli, Jonas Geiping, Micah Goldblum, Tom Goldstein, Vasu Singla","submitted_at":"2023-05-31T17:58:02Z","abstract_excerpt":"Images generated by diffusion models like Stable Diffusion are increasingly widespread. Recent works and even lawsuits have shown that these models are prone to replicating their training data, unbeknownst to the user. In this paper, we first analyze this memorization problem in text-to-image diffusion models. While it is widely believed that duplicated images in the training set are responsible for content replication at inference time, we observe that the text conditioning of the model plays a similarly important role. In fact, we see in our experiments that data replication often does not h"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.20086","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2305.20086/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:16:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Eqd5UKIrq91vOGDqD12LMr4Q8tWVdGp/K8CiCw7WGFjLiYhd0EXHNnbvMRXC4N8PjNJ3aqKQsDhm3FH9ltE3BA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T18:20:05.795426Z"},"content_sha256":"90634b3c84b63a43a4c2db60b660e8c6258604a9a3c4c16cdcde912bed84f239","schema_version":"1.0","event_id":"sha256:90634b3c84b63a43a4c2db60b660e8c6258604a9a3c4c16cdcde912bed84f239"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S6AWBIM3JX6OFCLTYZ7CSZ22NH/bundle.json","state_url":"https://pith.science/pith/S6AWBIM3JX6OFCLTYZ7CSZ22NH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S6AWBIM3JX6OFCLTYZ7CSZ22NH/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-08T18:20:05Z","links":{"resolver":"https://pith.science/pith/S6AWBIM3JX6OFCLTYZ7CSZ22NH","bundle":"https://pith.science/pith/S6AWBIM3JX6OFCLTYZ7CSZ22NH/bundle.json","state":"https://pith.science/pith/S6AWBIM3JX6OFCLTYZ7CSZ22NH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S6AWBIM3JX6OFCLTYZ7CSZ22NH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:S6AWBIM3JX6OFCLTYZ7CSZ22NH","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":"b70f190c8200aba0199608491bd86b0e05fb6d7db3aefb5c1239127dc0ed0e4e","cross_cats_sorted":["cs.CR","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:58:02Z","title_canon_sha256":"19c5d27cb325d28b6fc24e800409c7275fca146bb7a678cd2a8e70868301d1b8"},"schema_version":"1.0","source":{"id":"2305.20086","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.20086","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"arxiv_version","alias_value":"2305.20086v1","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.20086","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"pith_short_12","alias_value":"S6AWBIM3JX6O","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"pith_short_16","alias_value":"S6AWBIM3JX6OFCLT","created_at":"2026-07-05T06:16:06Z"},{"alias_kind":"pith_short_8","alias_value":"S6AWBIM3","created_at":"2026-07-05T06:16:06Z"}],"graph_snapshots":[{"event_id":"sha256:90634b3c84b63a43a4c2db60b660e8c6258604a9a3c4c16cdcde912bed84f239","target":"graph","created_at":"2026-07-05T06:16:06Z","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/2305.20086/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Images generated by diffusion models like Stable Diffusion are increasingly widespread. Recent works and even lawsuits have shown that these models are prone to replicating their training data, unbeknownst to the user. In this paper, we first analyze this memorization problem in text-to-image diffusion models. While it is widely believed that duplicated images in the training set are responsible for content replication at inference time, we observe that the text conditioning of the model plays a similarly important role. In fact, we see in our experiments that data replication often does not h","authors_text":"Gowthami Somepalli, Jonas Geiping, Micah Goldblum, Tom Goldstein, Vasu Singla","cross_cats":["cs.CR","cs.CV"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:58:02Z","title":"Understanding and Mitigating Copying in Diffusion Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.20086","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:d310abd7eb8d9b32de1fbe95d220a35e50a1fb764d594a2fcbcde4bd31b186e8","target":"record","created_at":"2026-07-05T06:16:06Z","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":"b70f190c8200aba0199608491bd86b0e05fb6d7db3aefb5c1239127dc0ed0e4e","cross_cats_sorted":["cs.CR","cs.CV"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-05-31T17:58:02Z","title_canon_sha256":"19c5d27cb325d28b6fc24e800409c7275fca146bb7a678cd2a8e70868301d1b8"},"schema_version":"1.0","source":{"id":"2305.20086","kind":"arxiv","version":1}},"canonical_sha256":"978160a19b4dfce28973c67e29675a69e058a423d81d623c8f27b17847ac5cfa","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"978160a19b4dfce28973c67e29675a69e058a423d81d623c8f27b17847ac5cfa","first_computed_at":"2026-07-05T06:16:06.972299Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:16:06.972299Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"nRLhvM9B6z7h1bKCcJFXSmdxBwHQlv8ZBWiF1t6/lvySt7BIVFy4kGnKMh0iIpBCkSdmm21OPUi8CbHy21AaBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:16:06.972792Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.20086","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d310abd7eb8d9b32de1fbe95d220a35e50a1fb764d594a2fcbcde4bd31b186e8","sha256:90634b3c84b63a43a4c2db60b660e8c6258604a9a3c4c16cdcde912bed84f239"],"state_sha256":"ca563f01cd6dff75a14666f90254b61e1cf72548963c8145e15c81626f5a0254"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QjX/cl25TjsUL8bxQYKwPZB9LOUX+SLgtsP8pBAIPvLjhA1NMQzEol61wtARyFVHCBtPnawFgHZoXZcLHHy1AQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T18:20:05.800160Z","bundle_sha256":"821302bd78efa999666ca78ae24e9a6c54e61b1e24b622f4026d00e4d88e6271"}}