{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:NGEAZF5LORSTLNKB2RTIG67GQZ","short_pith_number":"pith:NGEAZF5L","canonical_record":{"source":{"id":"2405.03316","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-06T09:48:47Z","cross_cats_sorted":["cs.CR"],"title_canon_sha256":"e16c739ff7bdc2a407633e4d1592948d0de49363465c24a6fc4235356ffcdc2e","abstract_canon_sha256":"997925454d2a0f6d2693868f04e39358278039f736c0a9052e490b974b1f2a39"},"schema_version":"1.0"},"canonical_sha256":"69880c97ab746535b541d466837be6865475d13a225ba321944ebff01b8b4d2b","source":{"kind":"arxiv","id":"2405.03316","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.03316","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"arxiv_version","alias_value":"2405.03316v2","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.03316","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"pith_short_12","alias_value":"NGEAZF5LORST","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"pith_short_16","alias_value":"NGEAZF5LORSTLNKB","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"pith_short_8","alias_value":"NGEAZF5L","created_at":"2026-07-05T09:35:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:NGEAZF5LORSTLNKB2RTIG67GQZ","target":"record","payload":{"canonical_record":{"source":{"id":"2405.03316","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-06T09:48:47Z","cross_cats_sorted":["cs.CR"],"title_canon_sha256":"e16c739ff7bdc2a407633e4d1592948d0de49363465c24a6fc4235356ffcdc2e","abstract_canon_sha256":"997925454d2a0f6d2693868f04e39358278039f736c0a9052e490b974b1f2a39"},"schema_version":"1.0"},"canonical_sha256":"69880c97ab746535b541d466837be6865475d13a225ba321944ebff01b8b4d2b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:35:48.932469Z","signature_b64":"r/VK2DCmXm+dEKkHMx/T4wu/0m8N5CKwTVr8U8e5Jw3zi3RjrDFqmEJ20MAe3mB3ty5cJc0TJUwYdrm88XubCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"69880c97ab746535b541d466837be6865475d13a225ba321944ebff01b8b4d2b","last_reissued_at":"2026-07-05T09:35:48.931945Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:35:48.931945Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.03316","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:35:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SKcMKN9DV1agjIwaab0HIMAEtmLFovqAYtrWYe0/RkxpA4PKmxHd9qkv7cbb0X1XTEwfD9FUHURQAAEhIhIHDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T15:27:21.766638Z"},"content_sha256":"6b37f1e59ac155964ef31e735c9d8f979fca0673af0bc174c1e32a84fba0bab9","schema_version":"1.0","event_id":"sha256:6b37f1e59ac155964ef31e735c9d8f979fca0673af0bc174c1e32a84fba0bab9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:NGEAZF5LORSTLNKB2RTIG67GQZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Provably Unlearnable Data Examples","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CR"],"primary_cat":"cs.LG","authors_text":"Bo Li, Derui Wang, Liming Zhu, Minhui Xue, Seyit Camtepe","submitted_at":"2024-05-06T09:48:47Z","abstract_excerpt":"The exploitation of publicly accessible data has led to escalating concerns regarding data privacy and intellectual property (IP) breaches in the age of artificial intelligence. To safeguard both data privacy and IP-related domain knowledge, efforts have been undertaken to render shared data unlearnable for unauthorized models in the wild. Existing methods apply empirically optimized perturbations to the data in the hope of disrupting the correlation between the inputs and the corresponding labels such that the data samples are converted into Unlearnable Examples (UEs). Nevertheless, the absen"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.03316","kind":"arxiv","version":2},"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/2405.03316/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":"2026-07-05T09:35:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HhXyhJLBZg4DRLipnqu6hvIIEGujmgPdWzm0RhzUFXcR3quayGIdyfmGbREwCsOMpTgNZXAIsRwvcObmac9iBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T15:27:21.767468Z"},"content_sha256":"a51fdee9af87a60c06ff65e9bb88c991be539693aa2ea135cef9c1d9b6c4e733","schema_version":"1.0","event_id":"sha256:a51fdee9af87a60c06ff65e9bb88c991be539693aa2ea135cef9c1d9b6c4e733"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/NGEAZF5LORSTLNKB2RTIG67GQZ/bundle.json","state_url":"https://pith.science/pith/NGEAZF5LORSTLNKB2RTIG67GQZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/NGEAZF5LORSTLNKB2RTIG67GQZ/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":"2026-08-10T15:27:21Z","links":{"resolver":"https://pith.science/pith/NGEAZF5LORSTLNKB2RTIG67GQZ","bundle":"https://pith.science/pith/NGEAZF5LORSTLNKB2RTIG67GQZ/bundle.json","state":"https://pith.science/pith/NGEAZF5LORSTLNKB2RTIG67GQZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/NGEAZF5LORSTLNKB2RTIG67GQZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:NGEAZF5LORSTLNKB2RTIG67GQZ","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":"997925454d2a0f6d2693868f04e39358278039f736c0a9052e490b974b1f2a39","cross_cats_sorted":["cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-06T09:48:47Z","title_canon_sha256":"e16c739ff7bdc2a407633e4d1592948d0de49363465c24a6fc4235356ffcdc2e"},"schema_version":"1.0","source":{"id":"2405.03316","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.03316","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"arxiv_version","alias_value":"2405.03316v2","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.03316","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"pith_short_12","alias_value":"NGEAZF5LORST","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"pith_short_16","alias_value":"NGEAZF5LORSTLNKB","created_at":"2026-07-05T09:35:48Z"},{"alias_kind":"pith_short_8","alias_value":"NGEAZF5L","created_at":"2026-07-05T09:35:48Z"}],"graph_snapshots":[{"event_id":"sha256:a51fdee9af87a60c06ff65e9bb88c991be539693aa2ea135cef9c1d9b6c4e733","target":"graph","created_at":"2026-07-05T09:35:48Z","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/2405.03316/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The exploitation of publicly accessible data has led to escalating concerns regarding data privacy and intellectual property (IP) breaches in the age of artificial intelligence. To safeguard both data privacy and IP-related domain knowledge, efforts have been undertaken to render shared data unlearnable for unauthorized models in the wild. Existing methods apply empirically optimized perturbations to the data in the hope of disrupting the correlation between the inputs and the corresponding labels such that the data samples are converted into Unlearnable Examples (UEs). Nevertheless, the absen","authors_text":"Bo Li, Derui Wang, Liming Zhu, Minhui Xue, Seyit Camtepe","cross_cats":["cs.CR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-06T09:48:47Z","title":"Provably Unlearnable Data Examples"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.03316","kind":"arxiv","version":2},"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":"sha256:6b37f1e59ac155964ef31e735c9d8f979fca0673af0bc174c1e32a84fba0bab9","target":"record","created_at":"2026-07-05T09:35:48Z","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":"997925454d2a0f6d2693868f04e39358278039f736c0a9052e490b974b1f2a39","cross_cats_sorted":["cs.CR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-06T09:48:47Z","title_canon_sha256":"e16c739ff7bdc2a407633e4d1592948d0de49363465c24a6fc4235356ffcdc2e"},"schema_version":"1.0","source":{"id":"2405.03316","kind":"arxiv","version":2}},"canonical_sha256":"69880c97ab746535b541d466837be6865475d13a225ba321944ebff01b8b4d2b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"69880c97ab746535b541d466837be6865475d13a225ba321944ebff01b8b4d2b","first_computed_at":"2026-07-05T09:35:48.931945Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:35:48.931945Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"r/VK2DCmXm+dEKkHMx/T4wu/0m8N5CKwTVr8U8e5Jw3zi3RjrDFqmEJ20MAe3mB3ty5cJc0TJUwYdrm88XubCA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:35:48.932469Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.03316","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6b37f1e59ac155964ef31e735c9d8f979fca0673af0bc174c1e32a84fba0bab9","sha256:a51fdee9af87a60c06ff65e9bb88c991be539693aa2ea135cef9c1d9b6c4e733"],"state_sha256":"602e50a2f9890e687233f1054c2ccd38b4f18e3e6f8617a90b472283e97d46f1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"WJ5qLxBUle0hUQIbpRcVO2qUcorR6ypcUojlUxHBhc1yEd3SGV+DFQYEzAWex3VZ7++MoXa5a9CRLKdN7NbkAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T15:27:21.772946Z","bundle_sha256":"6f5ba5fb52a8e196ffebc6b7eb08c6e926964d0f01411c12243d916b10494e5b"}}