{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:EVHTGW4ICVCJDFAQ6GGHAMFGSS","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":"114b3d0b52f42be1d2cef7dec5698daef07464220ce5c5c3e037ff11ab4f71e3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-21T00:48:18Z","title_canon_sha256":"6beadcffd6cee70110365d95aead25f694f1e76845505f0bfbc4f21869d7c1ae"},"schema_version":"1.0","source":{"id":"2301.08839","kind":"arxiv","version":6}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2301.08839","created_at":"2026-07-05T06:46:00Z"},{"alias_kind":"arxiv_version","alias_value":"2301.08839v6","created_at":"2026-07-05T06:46:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2301.08839","created_at":"2026-07-05T06:46:00Z"},{"alias_kind":"pith_short_12","alias_value":"EVHTGW4ICVCJ","created_at":"2026-07-05T06:46:00Z"},{"alias_kind":"pith_short_16","alias_value":"EVHTGW4ICVCJDFAQ","created_at":"2026-07-05T06:46:00Z"},{"alias_kind":"pith_short_8","alias_value":"EVHTGW4I","created_at":"2026-07-05T06:46:00Z"}],"graph_snapshots":[{"event_id":"sha256:17fccb5ed68c8841803cfc017fa39c140a8a3b5cc6384af7d57ee0f580ab6327","target":"graph","created_at":"2026-07-05T06:46:00Z","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/2301.08839/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Due to the black box nature of deep neural networks (DNN), the continuous validation of DNN during operation is challenging with the absence of a human monitor. As a result this makes it difficult for developers and regulators to gain confidence in the deployment of autonomous systems employing DNN. It is critical for safety during operation to know when DNN's predictions are trustworthy or suspicious. With the absence of a human monitor, the basic approach is to use the model's output confidence score to assess if predictions are trustworthy or suspicious. However, the model's confidence scor","authors_text":"Abanoub Ghobrial, Darryl Hond, Hamid Asgari, Kerstin Eder","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-21T00:48:18Z","title":"A Trustworthiness Score to Evaluate DNN Predictions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2301.08839","kind":"arxiv","version":6},"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:cd9de914ccbb4fa08f42cc47ad4f9304123f92fafb93c473bb6ce34e3a156c68","target":"record","created_at":"2026-07-05T06:46:00Z","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":"114b3d0b52f42be1d2cef7dec5698daef07464220ce5c5c3e037ff11ab4f71e3","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-21T00:48:18Z","title_canon_sha256":"6beadcffd6cee70110365d95aead25f694f1e76845505f0bfbc4f21869d7c1ae"},"schema_version":"1.0","source":{"id":"2301.08839","kind":"arxiv","version":6}},"canonical_sha256":"254f335b881544919410f18c7030a694bca8c042f7d3001bdee1bb250b0943c9","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"254f335b881544919410f18c7030a694bca8c042f7d3001bdee1bb250b0943c9","first_computed_at":"2026-07-05T06:46:00.257713Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:46:00.257713Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zN0js2NF8TqlaF6OeP8knT4YkI4G8bw/d3uH74c0+tNxHJdYu4egexfJIBX5gfqQd6nvwz4q8YXBS4dZhhndDg==","signature_status":"signed_v1","signed_at":"2026-07-05T06:46:00.258256Z","signed_message":"canonical_sha256_bytes"},"source_id":"2301.08839","source_kind":"arxiv","source_version":6}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cd9de914ccbb4fa08f42cc47ad4f9304123f92fafb93c473bb6ce34e3a156c68","sha256:17fccb5ed68c8841803cfc017fa39c140a8a3b5cc6384af7d57ee0f580ab6327"],"state_sha256":"b455c1375827c7ebe5a37f7f19dc587dda17a7c520cbec3371c4671e9a88a665"}