{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2017:ZY23TJKPZ75P2XL73JJRZW5TAV","short_pith_number":"pith:ZY23TJKP","canonical_record":{"source":{"id":"1706.00103","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2017-05-31T21:43:36Z","cross_cats_sorted":[],"title_canon_sha256":"a2b0837a7852f52e369f5db34f0281c9c2a9bba4726864df8e9842a0eca23546","abstract_canon_sha256":"6e8d07930e0a65ae0f7d19a8c0844ec04d0eeb40aac32eacbaf2954bdfbaab21"},"schema_version":"1.0"},"canonical_sha256":"ce35b9a54fcffafd5d7fda531cdbb30569aba63ad0e7bc53a29b1e8769ae592a","source":{"kind":"arxiv","id":"1706.00103","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1706.00103","created_at":"2026-05-18T00:11:43Z"},{"alias_kind":"arxiv_version","alias_value":"1706.00103v1","created_at":"2026-05-18T00:11:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1706.00103","created_at":"2026-05-18T00:11:43Z"},{"alias_kind":"pith_short_12","alias_value":"ZY23TJKPZ75P","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_16","alias_value":"ZY23TJKPZ75P2XL7","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_8","alias_value":"ZY23TJKP","created_at":"2026-05-18T12:31:59Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2017:ZY23TJKPZ75P2XL73JJRZW5TAV","target":"record","payload":{"canonical_record":{"source":{"id":"1706.00103","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2017-05-31T21:43:36Z","cross_cats_sorted":[],"title_canon_sha256":"a2b0837a7852f52e369f5db34f0281c9c2a9bba4726864df8e9842a0eca23546","abstract_canon_sha256":"6e8d07930e0a65ae0f7d19a8c0844ec04d0eeb40aac32eacbaf2954bdfbaab21"},"schema_version":"1.0"},"canonical_sha256":"ce35b9a54fcffafd5d7fda531cdbb30569aba63ad0e7bc53a29b1e8769ae592a","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:11:43.499887Z","signature_b64":"TJlU/19yyg+QjaDXn1ptLp4QGbpl3CkWteLmsyxV7GX4B+j6aKxvhy5h0l7saVk+aqQDJ8zYqPuIEnTesQxeAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ce35b9a54fcffafd5d7fda531cdbb30569aba63ad0e7bc53a29b1e8769ae592a","last_reissued_at":"2026-05-18T00:11:43.499215Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:11:43.499215Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1706.00103","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":"2026-05-18T00:11:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JfeY0DPMDTeu2hxqVQc5YGe1zp4ozU4YgQ1639Jo7jj9zz4q26fNCX07ZTumR9l3asDSjNEj4kYEOOGMNQXzBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-28T20:36:22.066248Z"},"content_sha256":"08d37b7ee5425c6e00e76a608131f3b2093f815706ab5ce2a428ad5e97724159","schema_version":"1.0","event_id":"sha256:08d37b7ee5425c6e00e76a608131f3b2093f815706ab5ce2a428ad5e97724159"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2017:ZY23TJKPZ75P2XL73JJRZW5TAV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"From patterned response dependency to structured covariate dependency: categorical-pattern-matching","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Brenda McCowan, Hsieh Fushing, Shan-Yu Liu, Yin-Chen Hsieh","submitted_at":"2017-05-31T21:43:36Z","abstract_excerpt":"Data generated from a system of interest typically consists of measurements from an ensemble of subjects across multiple response and covariate features, and is naturally represented by one response-matrix against one covariate-matrix. Likely each of these two matrices simultaneously embraces heterogeneous data types: continuous, discrete and categorical. Here a matrix is used as a practical platform to ideally keep hidden dependency among/between subjects and features intact on its lattice. Response and covariate dependency is individually computed and expressed through mutliscale blocks via "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1706.00103","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":"2026-05-18T00:11:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ua28P6fOTw68f3yOYEDyND5d38fOYv5NL51+bKoWFBWrvrdScflTginjP5ssl8pkF2w+hZPhAHxOCUFaDKnZBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-28T20:36:22.066605Z"},"content_sha256":"bfd35c6b9b8fb4f0f60919d3e6bfa649cb00aec78bf878e7dbb7d833fe8dcf93","schema_version":"1.0","event_id":"sha256:bfd35c6b9b8fb4f0f60919d3e6bfa649cb00aec78bf878e7dbb7d833fe8dcf93"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ZY23TJKPZ75P2XL73JJRZW5TAV/bundle.json","state_url":"https://pith.science/pith/ZY23TJKPZ75P2XL73JJRZW5TAV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ZY23TJKPZ75P2XL73JJRZW5TAV/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":"2026-06-28T20:36:22Z","links":{"resolver":"https://pith.science/pith/ZY23TJKPZ75P2XL73JJRZW5TAV","bundle":"https://pith.science/pith/ZY23TJKPZ75P2XL73JJRZW5TAV/bundle.json","state":"https://pith.science/pith/ZY23TJKPZ75P2XL73JJRZW5TAV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ZY23TJKPZ75P2XL73JJRZW5TAV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:ZY23TJKPZ75P2XL73JJRZW5TAV","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":"6e8d07930e0a65ae0f7d19a8c0844ec04d0eeb40aac32eacbaf2954bdfbaab21","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2017-05-31T21:43:36Z","title_canon_sha256":"a2b0837a7852f52e369f5db34f0281c9c2a9bba4726864df8e9842a0eca23546"},"schema_version":"1.0","source":{"id":"1706.00103","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1706.00103","created_at":"2026-05-18T00:11:43Z"},{"alias_kind":"arxiv_version","alias_value":"1706.00103v1","created_at":"2026-05-18T00:11:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1706.00103","created_at":"2026-05-18T00:11:43Z"},{"alias_kind":"pith_short_12","alias_value":"ZY23TJKPZ75P","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_16","alias_value":"ZY23TJKPZ75P2XL7","created_at":"2026-05-18T12:31:59Z"},{"alias_kind":"pith_short_8","alias_value":"ZY23TJKP","created_at":"2026-05-18T12:31:59Z"}],"graph_snapshots":[{"event_id":"sha256:bfd35c6b9b8fb4f0f60919d3e6bfa649cb00aec78bf878e7dbb7d833fe8dcf93","target":"graph","created_at":"2026-05-18T00:11:43Z","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":"Data generated from a system of interest typically consists of measurements from an ensemble of subjects across multiple response and covariate features, and is naturally represented by one response-matrix against one covariate-matrix. Likely each of these two matrices simultaneously embraces heterogeneous data types: continuous, discrete and categorical. Here a matrix is used as a practical platform to ideally keep hidden dependency among/between subjects and features intact on its lattice. Response and covariate dependency is individually computed and expressed through mutliscale blocks via ","authors_text":"Brenda McCowan, Hsieh Fushing, Shan-Yu Liu, Yin-Chen Hsieh","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2017-05-31T21:43:36Z","title":"From patterned response dependency to structured covariate dependency: categorical-pattern-matching"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1706.00103","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":"sha256:08d37b7ee5425c6e00e76a608131f3b2093f815706ab5ce2a428ad5e97724159","target":"record","created_at":"2026-05-18T00:11:43Z","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":"6e8d07930e0a65ae0f7d19a8c0844ec04d0eeb40aac32eacbaf2954bdfbaab21","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2017-05-31T21:43:36Z","title_canon_sha256":"a2b0837a7852f52e369f5db34f0281c9c2a9bba4726864df8e9842a0eca23546"},"schema_version":"1.0","source":{"id":"1706.00103","kind":"arxiv","version":1}},"canonical_sha256":"ce35b9a54fcffafd5d7fda531cdbb30569aba63ad0e7bc53a29b1e8769ae592a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ce35b9a54fcffafd5d7fda531cdbb30569aba63ad0e7bc53a29b1e8769ae592a","first_computed_at":"2026-05-18T00:11:43.499215Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:11:43.499215Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TJlU/19yyg+QjaDXn1ptLp4QGbpl3CkWteLmsyxV7GX4B+j6aKxvhy5h0l7saVk+aqQDJ8zYqPuIEnTesQxeAg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:11:43.499887Z","signed_message":"canonical_sha256_bytes"},"source_id":"1706.00103","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:08d37b7ee5425c6e00e76a608131f3b2093f815706ab5ce2a428ad5e97724159","sha256:bfd35c6b9b8fb4f0f60919d3e6bfa649cb00aec78bf878e7dbb7d833fe8dcf93"],"state_sha256":"f55a2fbb6ff9679ce4de7f2b6bb8aed0995d300fe8c5ffbe89ef66cfc4543036"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"G0MbWPJOku9dDTLiOeewW3aKfFEdqv+zvKE/ZdDxd11Owf2a1Fli5gnZoi992krd/tL7vEx0YI7yN4lzgISmBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-28T20:36:22.068528Z","bundle_sha256":"73f5820af0c8f33c74505608b64230948f97b5b4ef63b6ee9e94ee7b16307826"}}