{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:NUKTY5JGYPXRUW6OGD7SMGXNB2","short_pith_number":"pith:NUKTY5JG","canonical_record":{"source":{"id":"2407.07346","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-10T03:52:53Z","cross_cats_sorted":["cs.CE"],"title_canon_sha256":"8dbb53075962d36fa2bd114638a9276c38846ab2956be8cfba02503f205c71a4","abstract_canon_sha256":"c9a7c1a79d1a63d2234cb451142213023e27e27b58f6bf7ea9506ce07f82a276"},"schema_version":"1.0"},"canonical_sha256":"6d153c7526c3ef1a5bce30ff261aed0ea6fffc3358294fbb70219cb497851409","source":{"kind":"arxiv","id":"2407.07346","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.07346","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"arxiv_version","alias_value":"2407.07346v3","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.07346","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"pith_short_12","alias_value":"NUKTY5JGYPXR","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"pith_short_16","alias_value":"NUKTY5JGYPXRUW6O","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"pith_short_8","alias_value":"NUKTY5JG","created_at":"2026-07-05T08:52:55Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:NUKTY5JGYPXRUW6OGD7SMGXNB2","target":"record","payload":{"canonical_record":{"source":{"id":"2407.07346","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-10T03:52:53Z","cross_cats_sorted":["cs.CE"],"title_canon_sha256":"8dbb53075962d36fa2bd114638a9276c38846ab2956be8cfba02503f205c71a4","abstract_canon_sha256":"c9a7c1a79d1a63d2234cb451142213023e27e27b58f6bf7ea9506ce07f82a276"},"schema_version":"1.0"},"canonical_sha256":"6d153c7526c3ef1a5bce30ff261aed0ea6fffc3358294fbb70219cb497851409","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:52:55.432841Z","signature_b64":"T7Q09/yk91ufb+AQR3Yv2J1giBBKnQsqfM6bcFM8IZLxmMiNDEo3NCQMWxqUBu/vM4nWNggsIaJapWByrAbeBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6d153c7526c3ef1a5bce30ff261aed0ea6fffc3358294fbb70219cb497851409","last_reissued_at":"2026-07-05T08:52:55.432391Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:52:55.432391Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.07346","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:52:55Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+9L6veKkdWSejkH+Shm6oSy85rhCP1k5MiZteJvYcrtYRxh8yl/6JiWVGywPwhCgc72bHrQC+OOXB7DqYBWgCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T03:59:18.419788Z"},"content_sha256":"a73ebf3c9922ca7bc4703d1dd1eeb125f4f948dae3c1b9114470a2dd8dfbf084","schema_version":"1.0","event_id":"sha256:a73ebf3c9922ca7bc4703d1dd1eeb125f4f948dae3c1b9114470a2dd8dfbf084"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:NUKTY5JGYPXRUW6OGD7SMGXNB2","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"INSIGHT: Universal Neural Simulator for Analog Circuits Harnessing Autoregressive Transformers","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.CE"],"primary_cat":"cs.LG","authors_text":"Bosun Hwang, David Z. Pan, Hanqing Zhu, Souradip Poddar, Yao Lai, Youngmin Oh","submitted_at":"2024-07-10T03:52:53Z","abstract_excerpt":"Analog front-end design heavily relies on specialized human expertise and costly trial-and-error simulations, which motivated many prior works on analog design automation. However, efficient and effective exploration of the vast and complex design space remains constrained by the time-consuming nature of SPICE simulations, making effective design automation a challenging endeavor. In this paper, we introduce INSIGHT, a GPU-powered, technology-agnostic, effective universal neural simulator in the analog front-end design automation loop. INSIGHT accurately predicts the performance metrics of ana"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.07346","kind":"arxiv","version":3},"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/2407.07346/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":"2026-07-05T08:52:55Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"W/pIojEXNRGsKd3dgkoBcyLyKAi/XJqh3CvuVqRfJ90cOvGENMCtv3RWBWlPnqH5l65N+eA8S2b1fCwtaARBAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-09T03:59:18.420290Z"},"content_sha256":"60de803ca89e5445013bdd6655de03a5d911f513a9babb653d3e8c4eecc9cfe0","schema_version":"1.0","event_id":"sha256:60de803ca89e5445013bdd6655de03a5d911f513a9babb653d3e8c4eecc9cfe0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/NUKTY5JGYPXRUW6OGD7SMGXNB2/bundle.json","state_url":"https://pith.science/pith/NUKTY5JGYPXRUW6OGD7SMGXNB2/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/NUKTY5JGYPXRUW6OGD7SMGXNB2/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":"2026-08-09T03:59:18Z","links":{"resolver":"https://pith.science/pith/NUKTY5JGYPXRUW6OGD7SMGXNB2","bundle":"https://pith.science/pith/NUKTY5JGYPXRUW6OGD7SMGXNB2/bundle.json","state":"https://pith.science/pith/NUKTY5JGYPXRUW6OGD7SMGXNB2/state.json","well_known_bundle":"https://pith.science/.well-known/pith/NUKTY5JGYPXRUW6OGD7SMGXNB2/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:NUKTY5JGYPXRUW6OGD7SMGXNB2","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":"c9a7c1a79d1a63d2234cb451142213023e27e27b58f6bf7ea9506ce07f82a276","cross_cats_sorted":["cs.CE"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-10T03:52:53Z","title_canon_sha256":"8dbb53075962d36fa2bd114638a9276c38846ab2956be8cfba02503f205c71a4"},"schema_version":"1.0","source":{"id":"2407.07346","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.07346","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"arxiv_version","alias_value":"2407.07346v3","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.07346","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"pith_short_12","alias_value":"NUKTY5JGYPXR","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"pith_short_16","alias_value":"NUKTY5JGYPXRUW6O","created_at":"2026-07-05T08:52:55Z"},{"alias_kind":"pith_short_8","alias_value":"NUKTY5JG","created_at":"2026-07-05T08:52:55Z"}],"graph_snapshots":[{"event_id":"sha256:60de803ca89e5445013bdd6655de03a5d911f513a9babb653d3e8c4eecc9cfe0","target":"graph","created_at":"2026-07-05T08:52:55Z","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/2407.07346/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Analog front-end design heavily relies on specialized human expertise and costly trial-and-error simulations, which motivated many prior works on analog design automation. However, efficient and effective exploration of the vast and complex design space remains constrained by the time-consuming nature of SPICE simulations, making effective design automation a challenging endeavor. In this paper, we introduce INSIGHT, a GPU-powered, technology-agnostic, effective universal neural simulator in the analog front-end design automation loop. INSIGHT accurately predicts the performance metrics of ana","authors_text":"Bosun Hwang, David Z. Pan, Hanqing Zhu, Souradip Poddar, Yao Lai, Youngmin Oh","cross_cats":["cs.CE"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-10T03:52:53Z","title":"INSIGHT: Universal Neural Simulator for Analog Circuits Harnessing Autoregressive Transformers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.07346","kind":"arxiv","version":3},"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:a73ebf3c9922ca7bc4703d1dd1eeb125f4f948dae3c1b9114470a2dd8dfbf084","target":"record","created_at":"2026-07-05T08:52:55Z","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":"c9a7c1a79d1a63d2234cb451142213023e27e27b58f6bf7ea9506ce07f82a276","cross_cats_sorted":["cs.CE"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-10T03:52:53Z","title_canon_sha256":"8dbb53075962d36fa2bd114638a9276c38846ab2956be8cfba02503f205c71a4"},"schema_version":"1.0","source":{"id":"2407.07346","kind":"arxiv","version":3}},"canonical_sha256":"6d153c7526c3ef1a5bce30ff261aed0ea6fffc3358294fbb70219cb497851409","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6d153c7526c3ef1a5bce30ff261aed0ea6fffc3358294fbb70219cb497851409","first_computed_at":"2026-07-05T08:52:55.432391Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:52:55.432391Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"T7Q09/yk91ufb+AQR3Yv2J1giBBKnQsqfM6bcFM8IZLxmMiNDEo3NCQMWxqUBu/vM4nWNggsIaJapWByrAbeBg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:52:55.432841Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.07346","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a73ebf3c9922ca7bc4703d1dd1eeb125f4f948dae3c1b9114470a2dd8dfbf084","sha256:60de803ca89e5445013bdd6655de03a5d911f513a9babb653d3e8c4eecc9cfe0"],"state_sha256":"7137c468d15321d18d2578339b7e77884d06efcc37a08650fc91807a405440a1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LzZ0rTgK7pyJ4iRL9aUPpbscI74iMn/TpjRSNemAJ9fPWk9VN0EcSsdBcx8yeLA+LAK6SsUrmRJdscU2wqbzCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-09T03:59:18.423759Z","bundle_sha256":"8c8fe14a6d8fbdd55f3e71daf662029a1a2c78af1b2619eab075b5e48f412b7d"}}