{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:TI23VI3SEXAQ3B3K5CHVJNV4SX","short_pith_number":"pith:TI23VI3S","canonical_record":{"source":{"id":"1803.06898","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T13:11:10Z","cross_cats_sorted":["cs.LG","stat.ML"],"title_canon_sha256":"994b9785b1cc3645e2f2577e1eb8a25c32c471a7d8a7ebb0f37dc704736c2f51","abstract_canon_sha256":"3d8924a177cbd81adc471339ec658641bb8413d7aaaa134fa68d7064445f7469"},"schema_version":"1.0"},"canonical_sha256":"9a35baa37225c10d876ae88f54b6bc95eadce04735148e9282a285c2a356ebee","source":{"kind":"arxiv","id":"1803.06898","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.06898","created_at":"2026-05-18T00:20:40Z"},{"alias_kind":"arxiv_version","alias_value":"1803.06898v1","created_at":"2026-05-18T00:20:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.06898","created_at":"2026-05-18T00:20:40Z"},{"alias_kind":"pith_short_12","alias_value":"TI23VI3SEXAQ","created_at":"2026-05-18T12:32:53Z"},{"alias_kind":"pith_short_16","alias_value":"TI23VI3SEXAQ3B3K","created_at":"2026-05-18T12:32:53Z"},{"alias_kind":"pith_short_8","alias_value":"TI23VI3S","created_at":"2026-05-18T12:32:53Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:TI23VI3SEXAQ3B3K5CHVJNV4SX","target":"record","payload":{"canonical_record":{"source":{"id":"1803.06898","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T13:11:10Z","cross_cats_sorted":["cs.LG","stat.ML"],"title_canon_sha256":"994b9785b1cc3645e2f2577e1eb8a25c32c471a7d8a7ebb0f37dc704736c2f51","abstract_canon_sha256":"3d8924a177cbd81adc471339ec658641bb8413d7aaaa134fa68d7064445f7469"},"schema_version":"1.0"},"canonical_sha256":"9a35baa37225c10d876ae88f54b6bc95eadce04735148e9282a285c2a356ebee","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:20:40.975896Z","signature_b64":"xjZ/eIOXAmgtWUVmNjbYDukuZq0K1Aha/Yh47PdVPlLv1NPgisHM8RLmGMRqlXo6V1bPp91x3b1YEpS2KlJEDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9a35baa37225c10d876ae88f54b6bc95eadce04735148e9282a285c2a356ebee","last_reissued_at":"2026-05-18T00:20:40.975181Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:20:40.975181Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1803.06898","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":"2026-05-18T00:20:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XZweHoIrVRWa71aqRihhzkeXpNAkspZoT8kT/Yp/OQdVjGsJdEJmmtvAe7+/UXH2Vn6y2oAE6gQmeZ5WFpvIAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-06T05:59:06.411163Z"},"content_sha256":"ae1c456eaa657123e85e2c6d25f29faffdf620d5dfb1f7918068e6aec6d10b94","schema_version":"1.0","event_id":"sha256:ae1c456eaa657123e85e2c6d25f29faffdf620d5dfb1f7918068e6aec6d10b94"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:TI23VI3SEXAQ3B3K5CHVJNV4SX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Mixture of Views Network with Applications to the Classification of Breast Microcalcifications","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","stat.ML"],"primary_cat":"cs.CV","authors_text":"Hayit Greenspan, Jacob Goldberger, Yaniv Shachor","submitted_at":"2018-03-19T13:11:10Z","abstract_excerpt":"In this paper we examine data fusion methods for multi-view data classification. We present a decision concept which explicitly takes into account the input multi-view structure, where for each case there is a different subset of relevant views. This data fusion concept, which we dub Mixture of Views, is implemented by a special purpose neural network architecture. It is demonstrated on the task of classifying breast microcalcifications as benign or malignant based on CC and MLO mammography views. The single view decisions are combined by a data-driven decision, according to the relevance of e"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.06898","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":""},"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":"2026-05-18T00:20:40Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5N9M5RoGH4Oyi49aVSeUATRwDuRwdCExJHRYxf/yzWNZNO6GZkDXnx9sBYUlMV9gpzjcBupvPB/IReDRNKe/Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-06T05:59:06.411787Z"},"content_sha256":"f1ec23c143638aa3fbc7ca893abf71da6b302df527785f836f919bd75e51a34b","schema_version":"1.0","event_id":"sha256:f1ec23c143638aa3fbc7ca893abf71da6b302df527785f836f919bd75e51a34b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TI23VI3SEXAQ3B3K5CHVJNV4SX/bundle.json","state_url":"https://pith.science/pith/TI23VI3SEXAQ3B3K5CHVJNV4SX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TI23VI3SEXAQ3B3K5CHVJNV4SX/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":"2026-06-06T05:59:06Z","links":{"resolver":"https://pith.science/pith/TI23VI3SEXAQ3B3K5CHVJNV4SX","bundle":"https://pith.science/pith/TI23VI3SEXAQ3B3K5CHVJNV4SX/bundle.json","state":"https://pith.science/pith/TI23VI3SEXAQ3B3K5CHVJNV4SX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TI23VI3SEXAQ3B3K5CHVJNV4SX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:TI23VI3SEXAQ3B3K5CHVJNV4SX","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":"3d8924a177cbd81adc471339ec658641bb8413d7aaaa134fa68d7064445f7469","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T13:11:10Z","title_canon_sha256":"994b9785b1cc3645e2f2577e1eb8a25c32c471a7d8a7ebb0f37dc704736c2f51"},"schema_version":"1.0","source":{"id":"1803.06898","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.06898","created_at":"2026-05-18T00:20:40Z"},{"alias_kind":"arxiv_version","alias_value":"1803.06898v1","created_at":"2026-05-18T00:20:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.06898","created_at":"2026-05-18T00:20:40Z"},{"alias_kind":"pith_short_12","alias_value":"TI23VI3SEXAQ","created_at":"2026-05-18T12:32:53Z"},{"alias_kind":"pith_short_16","alias_value":"TI23VI3SEXAQ3B3K","created_at":"2026-05-18T12:32:53Z"},{"alias_kind":"pith_short_8","alias_value":"TI23VI3S","created_at":"2026-05-18T12:32:53Z"}],"graph_snapshots":[{"event_id":"sha256:f1ec23c143638aa3fbc7ca893abf71da6b302df527785f836f919bd75e51a34b","target":"graph","created_at":"2026-05-18T00:20:40Z","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"},"paper":{"abstract_excerpt":"In this paper we examine data fusion methods for multi-view data classification. We present a decision concept which explicitly takes into account the input multi-view structure, where for each case there is a different subset of relevant views. This data fusion concept, which we dub Mixture of Views, is implemented by a special purpose neural network architecture. It is demonstrated on the task of classifying breast microcalcifications as benign or malignant based on CC and MLO mammography views. The single view decisions are combined by a data-driven decision, according to the relevance of e","authors_text":"Hayit Greenspan, Jacob Goldberger, Yaniv Shachor","cross_cats":["cs.LG","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T13:11:10Z","title":"A Mixture of Views Network with Applications to the Classification of Breast Microcalcifications"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.06898","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:ae1c456eaa657123e85e2c6d25f29faffdf620d5dfb1f7918068e6aec6d10b94","target":"record","created_at":"2026-05-18T00:20:40Z","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":"3d8924a177cbd81adc471339ec658641bb8413d7aaaa134fa68d7064445f7469","cross_cats_sorted":["cs.LG","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-19T13:11:10Z","title_canon_sha256":"994b9785b1cc3645e2f2577e1eb8a25c32c471a7d8a7ebb0f37dc704736c2f51"},"schema_version":"1.0","source":{"id":"1803.06898","kind":"arxiv","version":1}},"canonical_sha256":"9a35baa37225c10d876ae88f54b6bc95eadce04735148e9282a285c2a356ebee","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9a35baa37225c10d876ae88f54b6bc95eadce04735148e9282a285c2a356ebee","first_computed_at":"2026-05-18T00:20:40.975181Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:20:40.975181Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xjZ/eIOXAmgtWUVmNjbYDukuZq0K1Aha/Yh47PdVPlLv1NPgisHM8RLmGMRqlXo6V1bPp91x3b1YEpS2KlJEDg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:20:40.975896Z","signed_message":"canonical_sha256_bytes"},"source_id":"1803.06898","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ae1c456eaa657123e85e2c6d25f29faffdf620d5dfb1f7918068e6aec6d10b94","sha256:f1ec23c143638aa3fbc7ca893abf71da6b302df527785f836f919bd75e51a34b"],"state_sha256":"0d01157925df8da7525c83513ab760daf314b52c6f8eb634024afcd2c7165b61"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FkHV2qSGAsE9+ywcEOzVww9Zu46ZQ+ImCdZbWwOX43T/Q0OvHmglKf174d3ZNe727Bh0i1pitMTzMRepv6CRAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-06T05:59:06.415831Z","bundle_sha256":"642746220af4891c0a9bcb94f4955653929efeae0ea903b4c0468fe3536e7cae"}}