{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:SCPC4KISXIY5OAOACIEZF2EMPY","short_pith_number":"pith:SCPC4KIS","canonical_record":{"source":{"id":"2506.03660","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-04T07:49:11Z","cross_cats_sorted":[],"title_canon_sha256":"7cce08b07b62859c0db9d20ccc0ab4a1794e20f2f27a294be172aad73bb7c2f2","abstract_canon_sha256":"a81b709ce9b253234abf626d2a21840bb265f972b542aa1cc37e5d4181e73ccb"},"schema_version":"1.0"},"canonical_sha256":"909e2e2912ba31d701c0120992e88c7e264a8b98e442207549a258495300fb85","source":{"kind":"arxiv","id":"2506.03660","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.03660","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"arxiv_version","alias_value":"2506.03660v2","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.03660","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"pith_short_12","alias_value":"SCPC4KISXIY5","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"pith_short_16","alias_value":"SCPC4KISXIY5OAOA","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"pith_short_8","alias_value":"SCPC4KIS","created_at":"2026-07-05T11:29:12Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:SCPC4KISXIY5OAOACIEZF2EMPY","target":"record","payload":{"canonical_record":{"source":{"id":"2506.03660","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-04T07:49:11Z","cross_cats_sorted":[],"title_canon_sha256":"7cce08b07b62859c0db9d20ccc0ab4a1794e20f2f27a294be172aad73bb7c2f2","abstract_canon_sha256":"a81b709ce9b253234abf626d2a21840bb265f972b542aa1cc37e5d4181e73ccb"},"schema_version":"1.0"},"canonical_sha256":"909e2e2912ba31d701c0120992e88c7e264a8b98e442207549a258495300fb85","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:29:12.451842Z","signature_b64":"9sSnayyobxshB1xT3o9f+unV+XO3FuazgH65aa0s9PKHGznaJb4YCMEy5Ms6gRrxaZ0nL6McCphkEFtfS4unAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"909e2e2912ba31d701c0120992e88c7e264a8b98e442207549a258495300fb85","last_reissued_at":"2026-07-05T11:29:12.451334Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:29:12.451334Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.03660","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":"2026-07-05T11:29:12Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1DTsTm9CItLRMfob7Hyt68F4NFvdDWFQNmHigBWdbAA5e+lWWUavIYQJPK6yKwpnH8z2aPn7n/96E7uaIH6ZDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T17:42:33.379999Z"},"content_sha256":"bf8139ccf1a606bd362cb6d22c79fb0363cb0c5ba3860d4c53c90becec6069a9","schema_version":"1.0","event_id":"sha256:bf8139ccf1a606bd362cb6d22c79fb0363cb0c5ba3860d4c53c90becec6069a9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:SCPC4KISXIY5OAOACIEZF2EMPY","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"INP-Former++: Advancing Universal Anomaly Detection via Intrinsic Normal Prototypes and Residual Learning","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Ang Gao, Haiming Yao, Qiyu Chen, Wei Luo, Weiming Shen, Wenyong Yu, Yunkang Cao","submitted_at":"2025-06-04T07:49:11Z","abstract_excerpt":"Anomaly detection (AD) is essential for industrial inspection and medical diagnosis, yet existing methods typically rely on ``comparing'' test images to normal references from a training set. However, variations in appearance and positioning often complicate the alignment of these references with the test image, limiting detection accuracy. We observe that most anomalies manifest as local variations, meaning that even within anomalous images, valuable normal information remains. We argue that this information is useful and may be more aligned with the anomalies since both the anomalies and the"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.03660","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/2506.03660/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":"2026-07-05T11:29:12Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dL6j6iDUE/2uqb38/tfvzaCnSbHJAOoA077aj/xQSbMEH9EU5q8Quj2KJ8XXDXvvgonu5vcAe81yLgbgFNnSAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T17:42:33.380398Z"},"content_sha256":"7421bd6feef162bebf99ec2492a009dd446203a1d3dce580e4659130382f815f","schema_version":"1.0","event_id":"sha256:7421bd6feef162bebf99ec2492a009dd446203a1d3dce580e4659130382f815f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SCPC4KISXIY5OAOACIEZF2EMPY/bundle.json","state_url":"https://pith.science/pith/SCPC4KISXIY5OAOACIEZF2EMPY/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SCPC4KISXIY5OAOACIEZF2EMPY/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":"2026-07-06T17:42:33Z","links":{"resolver":"https://pith.science/pith/SCPC4KISXIY5OAOACIEZF2EMPY","bundle":"https://pith.science/pith/SCPC4KISXIY5OAOACIEZF2EMPY/bundle.json","state":"https://pith.science/pith/SCPC4KISXIY5OAOACIEZF2EMPY/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SCPC4KISXIY5OAOACIEZF2EMPY/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:SCPC4KISXIY5OAOACIEZF2EMPY","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":"a81b709ce9b253234abf626d2a21840bb265f972b542aa1cc37e5d4181e73ccb","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-04T07:49:11Z","title_canon_sha256":"7cce08b07b62859c0db9d20ccc0ab4a1794e20f2f27a294be172aad73bb7c2f2"},"schema_version":"1.0","source":{"id":"2506.03660","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.03660","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"arxiv_version","alias_value":"2506.03660v2","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.03660","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"pith_short_12","alias_value":"SCPC4KISXIY5","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"pith_short_16","alias_value":"SCPC4KISXIY5OAOA","created_at":"2026-07-05T11:29:12Z"},{"alias_kind":"pith_short_8","alias_value":"SCPC4KIS","created_at":"2026-07-05T11:29:12Z"}],"graph_snapshots":[{"event_id":"sha256:7421bd6feef162bebf99ec2492a009dd446203a1d3dce580e4659130382f815f","target":"graph","created_at":"2026-07-05T11:29:12Z","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/2506.03660/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Anomaly detection (AD) is essential for industrial inspection and medical diagnosis, yet existing methods typically rely on ``comparing'' test images to normal references from a training set. However, variations in appearance and positioning often complicate the alignment of these references with the test image, limiting detection accuracy. We observe that most anomalies manifest as local variations, meaning that even within anomalous images, valuable normal information remains. We argue that this information is useful and may be more aligned with the anomalies since both the anomalies and the","authors_text":"Ang Gao, Haiming Yao, Qiyu Chen, Wei Luo, Weiming Shen, Wenyong Yu, Yunkang Cao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-04T07:49:11Z","title":"INP-Former++: Advancing Universal Anomaly Detection via Intrinsic Normal Prototypes and Residual Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.03660","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:bf8139ccf1a606bd362cb6d22c79fb0363cb0c5ba3860d4c53c90becec6069a9","target":"record","created_at":"2026-07-05T11:29:12Z","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":"a81b709ce9b253234abf626d2a21840bb265f972b542aa1cc37e5d4181e73ccb","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-06-04T07:49:11Z","title_canon_sha256":"7cce08b07b62859c0db9d20ccc0ab4a1794e20f2f27a294be172aad73bb7c2f2"},"schema_version":"1.0","source":{"id":"2506.03660","kind":"arxiv","version":2}},"canonical_sha256":"909e2e2912ba31d701c0120992e88c7e264a8b98e442207549a258495300fb85","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"909e2e2912ba31d701c0120992e88c7e264a8b98e442207549a258495300fb85","first_computed_at":"2026-07-05T11:29:12.451334Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:29:12.451334Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9sSnayyobxshB1xT3o9f+unV+XO3FuazgH65aa0s9PKHGznaJb4YCMEy5Ms6gRrxaZ0nL6McCphkEFtfS4unAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:29:12.451842Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.03660","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bf8139ccf1a606bd362cb6d22c79fb0363cb0c5ba3860d4c53c90becec6069a9","sha256:7421bd6feef162bebf99ec2492a009dd446203a1d3dce580e4659130382f815f"],"state_sha256":"4b8812ffd213a816119dedf6369fb3d047b9796ae6efa6bd59b82a05610c3625"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"c7crsChEfr8bZeHDnj9Wnr1F1NWoHs/oXOYC9sIm4e0FC4mGSZfCd4P60BJaz9u0pQMIRfOhl69jQa6ar5ieBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T17:42:33.382382Z","bundle_sha256":"249c8b0fb2517aa6ba6164aff8e71345750f71e544013b8d2b33d184c7fbe48f"}}