{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:IMIGCOIBXPYLFSCZPVO5TDOPTX","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":"ec1fa3a746cd714d2e8d78f0d14fb37f64f7ad5f3e4904c688f6a52f5105cae2","cross_cats_sorted":["hep-ex"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.ins-det","submitted_at":"2021-08-24T21:29:13Z","title_canon_sha256":"cb814eb23b0165f505f2930166c8d5f0dcbaf8231e6938b4f219ddbfd0579415"},"schema_version":"1.0","source":{"id":"2108.10963","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2108.10963","created_at":"2026-07-05T04:46:51Z"},{"alias_kind":"arxiv_version","alias_value":"2108.10963v3","created_at":"2026-07-05T04:46:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2108.10963","created_at":"2026-07-05T04:46:51Z"},{"alias_kind":"pith_short_12","alias_value":"IMIGCOIBXPYL","created_at":"2026-07-05T04:46:51Z"},{"alias_kind":"pith_short_16","alias_value":"IMIGCOIBXPYLFSCZ","created_at":"2026-07-05T04:46:51Z"},{"alias_kind":"pith_short_8","alias_value":"IMIGCOIB","created_at":"2026-07-05T04:46:51Z"}],"graph_snapshots":[{"event_id":"sha256:cf5b809e1956ca9da3fc147f981e8617063a56ae8c759e45478da1ba3a0e24e5","target":"graph","created_at":"2026-07-05T04:46:51Z","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/2108.10963/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We present a study which shows encouraging stability of the response linearity for a simulated high granularity calorimeter module reconstructed by a CNN model to miscalibration, bias, and noise effects. Our results also show an intuitive, quantifiable relationship between these factors and the calibration parameters. We trained a CNN model to reconstruct energy in the calorimeter module using simulated single-pion events; we then observed the response of the model under various miscalibration, bias, and noise conditions that affected the model input. From these data, we estimated linear respo","authors_text":"A. Hussain, C. Cowden, J. Damgov, N. Akchurin, S. Kunori","cross_cats":["hep-ex"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.ins-det","submitted_at":"2021-08-24T21:29:13Z","title":"Perspectives on the Calibration of CNN Energy Reconstruction in Highly Granular Calorimeters"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2108.10963","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":"sha256:567e9343d55256547fe710a8367fe6d784fa4969f2e9ed7dd8ae02aa7ff54d08","target":"record","created_at":"2026-07-05T04:46:51Z","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":"ec1fa3a746cd714d2e8d78f0d14fb37f64f7ad5f3e4904c688f6a52f5105cae2","cross_cats_sorted":["hep-ex"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.ins-det","submitted_at":"2021-08-24T21:29:13Z","title_canon_sha256":"cb814eb23b0165f505f2930166c8d5f0dcbaf8231e6938b4f219ddbfd0579415"},"schema_version":"1.0","source":{"id":"2108.10963","kind":"arxiv","version":3}},"canonical_sha256":"4310613901bbf0b2c8597d5dd98dcf9de12baa4e8968594be5a5545c48faf532","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4310613901bbf0b2c8597d5dd98dcf9de12baa4e8968594be5a5545c48faf532","first_computed_at":"2026-07-05T04:46:51.901927Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:46:51.901927Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/UXEfBDa8VohqqjwFJeKmtZ+Q+y1a4a5maDu2u4bVnIKk2UG3J7kCMpp3zb0pSgiV0kamR7pwcP88IpebVF1Bg==","signature_status":"signed_v1","signed_at":"2026-07-05T04:46:51.902483Z","signed_message":"canonical_sha256_bytes"},"source_id":"2108.10963","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:567e9343d55256547fe710a8367fe6d784fa4969f2e9ed7dd8ae02aa7ff54d08","sha256:cf5b809e1956ca9da3fc147f981e8617063a56ae8c759e45478da1ba3a0e24e5"],"state_sha256":"e9988679e816c1f196179046e680d4831f9dcf5ab71b707450dd4f693e9f01f4"}