{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:QIY3X57NOP56NYTYK7P6E5FKTV","short_pith_number":"pith:QIY3X57N","canonical_record":{"source":{"id":"2304.09723","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2023-03-13T15:42:41Z","cross_cats_sorted":[],"title_canon_sha256":"6450252f54bfc49409307c22eca7954b84dd7d2022988f4f6c9b2a0968c5ea10","abstract_canon_sha256":"7911f94e4d4afd7279b2f418afe58c92f92e36ee684bad5639d58e23c29feee9"},"schema_version":"1.0"},"canonical_sha256":"8231bbf7ed73fbe6e27857dfe274aa9d6e60ec549133e45794243f80661b7789","source":{"kind":"arxiv","id":"2304.09723","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.09723","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"arxiv_version","alias_value":"2304.09723v1","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.09723","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"pith_short_12","alias_value":"QIY3X57NOP56","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"pith_short_16","alias_value":"QIY3X57NOP56NYTY","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"pith_short_8","alias_value":"QIY3X57N","created_at":"2026-07-05T06:02:41Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:QIY3X57NOP56NYTYK7P6E5FKTV","target":"record","payload":{"canonical_record":{"source":{"id":"2304.09723","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2023-03-13T15:42:41Z","cross_cats_sorted":[],"title_canon_sha256":"6450252f54bfc49409307c22eca7954b84dd7d2022988f4f6c9b2a0968c5ea10","abstract_canon_sha256":"7911f94e4d4afd7279b2f418afe58c92f92e36ee684bad5639d58e23c29feee9"},"schema_version":"1.0"},"canonical_sha256":"8231bbf7ed73fbe6e27857dfe274aa9d6e60ec549133e45794243f80661b7789","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:02:41.597265Z","signature_b64":"XTFBptbMB2tRUXRYr99NLOmAxnxCE+XvsVAVUJKtE814+QnmsOMt+bBtxVRXLdBgSjr1fAapzvgRBizGKsqhAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"8231bbf7ed73fbe6e27857dfe274aa9d6e60ec549133e45794243f80661b7789","last_reissued_at":"2026-07-05T06:02:41.596850Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:02:41.596850Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2304.09723","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":"2026-07-05T06:02:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"plarFsEoeF9dMYsyhELOTU7Zkv/DBIZ3YWSTbK3NyKlReDHUQ3WXv30LNl6RgEzAYYDZSqpSG+IGAg+P+jmODg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T22:24:44.430358Z"},"content_sha256":"c4d777e020266bbeeb6b3aeaa862712600d84712de98405584064713f5a4a84e","schema_version":"1.0","event_id":"sha256:c4d777e020266bbeeb6b3aeaa862712600d84712de98405584064713f5a4a84e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:QIY3X57NOP56NYTYK7P6E5FKTV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Review of Bayesian Methods in Electronic Design Automation","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.AP","authors_text":"Duane S. Boning, Zhengqi Gao","submitted_at":"2023-03-13T15:42:41Z","abstract_excerpt":"The utilization of Bayesian methods has been widely acknowledged as a viable solution for tackling various challenges in electronic integrated circuit (IC) design under stochastic process variation, including circuit performance modeling, yield/failure rate estimation, and circuit optimization. As the post-Moore era brings about new technologies (such as silicon photonics and quantum circuits), many of the associated issues there are similar to those encountered in electronic IC design and can be addressed using Bayesian methods. Motivated by this observation, we present a comprehensive review"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.09723","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/2304.09723/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":"2026-07-05T06:02:41Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"y/DKybVieuteS975jBbplD6sDn7/zx0G+09WVnxZcBGvZslizKF8ChjZSV6X8ExvQEdG1m0bZMtkLgNP8so4AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T22:24:44.431559Z"},"content_sha256":"81b91bf659e48b620782f8874ceae6b035362b023354e82a7645fc94dbd23883","schema_version":"1.0","event_id":"sha256:81b91bf659e48b620782f8874ceae6b035362b023354e82a7645fc94dbd23883"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QIY3X57NOP56NYTYK7P6E5FKTV/bundle.json","state_url":"https://pith.science/pith/QIY3X57NOP56NYTYK7P6E5FKTV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QIY3X57NOP56NYTYK7P6E5FKTV/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":"2026-08-19T22:24:44Z","links":{"resolver":"https://pith.science/pith/QIY3X57NOP56NYTYK7P6E5FKTV","bundle":"https://pith.science/pith/QIY3X57NOP56NYTYK7P6E5FKTV/bundle.json","state":"https://pith.science/pith/QIY3X57NOP56NYTYK7P6E5FKTV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QIY3X57NOP56NYTYK7P6E5FKTV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:QIY3X57NOP56NYTYK7P6E5FKTV","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":"7911f94e4d4afd7279b2f418afe58c92f92e36ee684bad5639d58e23c29feee9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2023-03-13T15:42:41Z","title_canon_sha256":"6450252f54bfc49409307c22eca7954b84dd7d2022988f4f6c9b2a0968c5ea10"},"schema_version":"1.0","source":{"id":"2304.09723","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.09723","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"arxiv_version","alias_value":"2304.09723v1","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.09723","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"pith_short_12","alias_value":"QIY3X57NOP56","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"pith_short_16","alias_value":"QIY3X57NOP56NYTY","created_at":"2026-07-05T06:02:41Z"},{"alias_kind":"pith_short_8","alias_value":"QIY3X57N","created_at":"2026-07-05T06:02:41Z"}],"graph_snapshots":[{"event_id":"sha256:81b91bf659e48b620782f8874ceae6b035362b023354e82a7645fc94dbd23883","target":"graph","created_at":"2026-07-05T06:02:41Z","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/2304.09723/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The utilization of Bayesian methods has been widely acknowledged as a viable solution for tackling various challenges in electronic integrated circuit (IC) design under stochastic process variation, including circuit performance modeling, yield/failure rate estimation, and circuit optimization. As the post-Moore era brings about new technologies (such as silicon photonics and quantum circuits), many of the associated issues there are similar to those encountered in electronic IC design and can be addressed using Bayesian methods. Motivated by this observation, we present a comprehensive review","authors_text":"Duane S. Boning, Zhengqi Gao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2023-03-13T15:42:41Z","title":"A Review of Bayesian Methods in Electronic Design Automation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.09723","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:c4d777e020266bbeeb6b3aeaa862712600d84712de98405584064713f5a4a84e","target":"record","created_at":"2026-07-05T06:02:41Z","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":"7911f94e4d4afd7279b2f418afe58c92f92e36ee684bad5639d58e23c29feee9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.AP","submitted_at":"2023-03-13T15:42:41Z","title_canon_sha256":"6450252f54bfc49409307c22eca7954b84dd7d2022988f4f6c9b2a0968c5ea10"},"schema_version":"1.0","source":{"id":"2304.09723","kind":"arxiv","version":1}},"canonical_sha256":"8231bbf7ed73fbe6e27857dfe274aa9d6e60ec549133e45794243f80661b7789","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8231bbf7ed73fbe6e27857dfe274aa9d6e60ec549133e45794243f80661b7789","first_computed_at":"2026-07-05T06:02:41.596850Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:02:41.596850Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XTFBptbMB2tRUXRYr99NLOmAxnxCE+XvsVAVUJKtE814+QnmsOMt+bBtxVRXLdBgSjr1fAapzvgRBizGKsqhAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:02:41.597265Z","signed_message":"canonical_sha256_bytes"},"source_id":"2304.09723","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c4d777e020266bbeeb6b3aeaa862712600d84712de98405584064713f5a4a84e","sha256:81b91bf659e48b620782f8874ceae6b035362b023354e82a7645fc94dbd23883"],"state_sha256":"fa4c3660cee21120bd6e7bf276e70adec09df8dde2072f819bbc2c4e75383a2d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Wx/+vk0hJeCebNBRHghuI9wmUaLhm7EDXkpOR/rBTcCwxOOSsAYG4g6AKG1viHG9n1mqSWX2054pUcd+nmjIAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T22:24:44.436386Z","bundle_sha256":"7e058a5406f492ab34827f064bc9d109e4d8f208c5144231b31e2e66948ce4bd"}}