{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:CP4JWCWHXEJ4ED2L2FKUYPKNMJ","short_pith_number":"pith:CP4JWCWH","canonical_record":{"source":{"id":"1805.02611","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2018-05-07T16:43:59Z","cross_cats_sorted":["q-bio.NC"],"title_canon_sha256":"1cc16d82e4892795a36e1ad0658ef89b952672724a746174311fe9828c3cfc02","abstract_canon_sha256":"4bc7508f88b3bcf1ba1f486e9b62cbc06a1621f4a3144659d450b49f96871756"},"schema_version":"1.0"},"canonical_sha256":"13f89b0ac7b913c20f4bd1554c3d4d6268286d2bb35138960e4660cefe8cbb09","source":{"kind":"arxiv","id":"1805.02611","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.02611","created_at":"2026-05-18T00:16:39Z"},{"alias_kind":"arxiv_version","alias_value":"1805.02611v1","created_at":"2026-05-18T00:16:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.02611","created_at":"2026-05-18T00:16:39Z"},{"alias_kind":"pith_short_12","alias_value":"CP4JWCWHXEJ4","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_16","alias_value":"CP4JWCWHXEJ4ED2L","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_8","alias_value":"CP4JWCWH","created_at":"2026-05-18T12:32:16Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:CP4JWCWHXEJ4ED2L2FKUYPKNMJ","target":"record","payload":{"canonical_record":{"source":{"id":"1805.02611","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2018-05-07T16:43:59Z","cross_cats_sorted":["q-bio.NC"],"title_canon_sha256":"1cc16d82e4892795a36e1ad0658ef89b952672724a746174311fe9828c3cfc02","abstract_canon_sha256":"4bc7508f88b3bcf1ba1f486e9b62cbc06a1621f4a3144659d450b49f96871756"},"schema_version":"1.0"},"canonical_sha256":"13f89b0ac7b913c20f4bd1554c3d4d6268286d2bb35138960e4660cefe8cbb09","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:16:39.495193Z","signature_b64":"HmBxpDt5hKcZvd+nEzBj64nQaIRs8Kai7Db7L5DENEeIxUPdTsmsqVjp7TyphXfy+l1ud3XhyLfnZejUpQksAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"13f89b0ac7b913c20f4bd1554c3d4d6268286d2bb35138960e4660cefe8cbb09","last_reissued_at":"2026-05-18T00:16:39.494657Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:16:39.494657Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1805.02611","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":"2026-05-18T00:16:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3rz1MFR5FB8DlqKplfsP/o7rI2psR0fskBtG43Kh0Uj9yG7zuIiJxRLnp6Gspng4P/YOSZ242FQk8ixESxkYAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-09T06:06:26.522956Z"},"content_sha256":"456b6dff9e4ffb25f6639bdb75f6ed24ebd79ebe41161c7bb9c9571717742cc8","schema_version":"1.0","event_id":"sha256:456b6dff9e4ffb25f6639bdb75f6ed24ebd79ebe41161c7bb9c9571717742cc8"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:CP4JWCWHXEJ4ED2L2FKUYPKNMJ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Toward Human-in-the-Loop Supervisory Control for Cyber-Physical Networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["q-bio.NC"],"primary_cat":"cs.SY","authors_text":"Chen Peng, Mehdi Firouznia, Qing Hui","submitted_at":"2018-05-07T16:43:59Z","abstract_excerpt":"This work proposes a novel approach to include a model of making decision in human brain into the control loop. Employing the methodology developed in mathematical neuroscience, we construct a model that accounts for quality of human decision in supervisory tasks. We specifically focus on adaptive gain theory and the strategy selection problem. The proposed model is shown to be capable of explaining the change of a strategy from compensatory to heuristics in different conditions. We also propose a method to incorporate the effect of internal and external parameters such as stress level and eme"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.02611","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":"2026-05-18T00:16:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HhLearC07MBSDLoxECg17PTukos3NqsBBOzvlDkc0mLfor7EhbaM3BoMXrXaJ3a7SvHWN/6TpkCjwyBk8p+2Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-09T06:06:26.523671Z"},"content_sha256":"f366ee405c6177ac8e0c77000c0eb1955d5cc5be9508184b4ac497c28917f2c7","schema_version":"1.0","event_id":"sha256:f366ee405c6177ac8e0c77000c0eb1955d5cc5be9508184b4ac497c28917f2c7"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CP4JWCWHXEJ4ED2L2FKUYPKNMJ/bundle.json","state_url":"https://pith.science/pith/CP4JWCWHXEJ4ED2L2FKUYPKNMJ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CP4JWCWHXEJ4ED2L2FKUYPKNMJ/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":"2026-06-09T06:06:26Z","links":{"resolver":"https://pith.science/pith/CP4JWCWHXEJ4ED2L2FKUYPKNMJ","bundle":"https://pith.science/pith/CP4JWCWHXEJ4ED2L2FKUYPKNMJ/bundle.json","state":"https://pith.science/pith/CP4JWCWHXEJ4ED2L2FKUYPKNMJ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CP4JWCWHXEJ4ED2L2FKUYPKNMJ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:CP4JWCWHXEJ4ED2L2FKUYPKNMJ","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":"4bc7508f88b3bcf1ba1f486e9b62cbc06a1621f4a3144659d450b49f96871756","cross_cats_sorted":["q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2018-05-07T16:43:59Z","title_canon_sha256":"1cc16d82e4892795a36e1ad0658ef89b952672724a746174311fe9828c3cfc02"},"schema_version":"1.0","source":{"id":"1805.02611","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.02611","created_at":"2026-05-18T00:16:39Z"},{"alias_kind":"arxiv_version","alias_value":"1805.02611v1","created_at":"2026-05-18T00:16:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.02611","created_at":"2026-05-18T00:16:39Z"},{"alias_kind":"pith_short_12","alias_value":"CP4JWCWHXEJ4","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_16","alias_value":"CP4JWCWHXEJ4ED2L","created_at":"2026-05-18T12:32:16Z"},{"alias_kind":"pith_short_8","alias_value":"CP4JWCWH","created_at":"2026-05-18T12:32:16Z"}],"graph_snapshots":[{"event_id":"sha256:f366ee405c6177ac8e0c77000c0eb1955d5cc5be9508184b4ac497c28917f2c7","target":"graph","created_at":"2026-05-18T00:16:39Z","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":"This work proposes a novel approach to include a model of making decision in human brain into the control loop. Employing the methodology developed in mathematical neuroscience, we construct a model that accounts for quality of human decision in supervisory tasks. We specifically focus on adaptive gain theory and the strategy selection problem. The proposed model is shown to be capable of explaining the change of a strategy from compensatory to heuristics in different conditions. We also propose a method to incorporate the effect of internal and external parameters such as stress level and eme","authors_text":"Chen Peng, Mehdi Firouznia, Qing Hui","cross_cats":["q-bio.NC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2018-05-07T16:43:59Z","title":"Toward Human-in-the-Loop Supervisory Control for Cyber-Physical Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.02611","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":"sha256:456b6dff9e4ffb25f6639bdb75f6ed24ebd79ebe41161c7bb9c9571717742cc8","target":"record","created_at":"2026-05-18T00:16:39Z","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":"4bc7508f88b3bcf1ba1f486e9b62cbc06a1621f4a3144659d450b49f96871756","cross_cats_sorted":["q-bio.NC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2018-05-07T16:43:59Z","title_canon_sha256":"1cc16d82e4892795a36e1ad0658ef89b952672724a746174311fe9828c3cfc02"},"schema_version":"1.0","source":{"id":"1805.02611","kind":"arxiv","version":1}},"canonical_sha256":"13f89b0ac7b913c20f4bd1554c3d4d6268286d2bb35138960e4660cefe8cbb09","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"13f89b0ac7b913c20f4bd1554c3d4d6268286d2bb35138960e4660cefe8cbb09","first_computed_at":"2026-05-18T00:16:39.494657Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:16:39.494657Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HmBxpDt5hKcZvd+nEzBj64nQaIRs8Kai7Db7L5DENEeIxUPdTsmsqVjp7TyphXfy+l1ud3XhyLfnZejUpQksAw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:16:39.495193Z","signed_message":"canonical_sha256_bytes"},"source_id":"1805.02611","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:456b6dff9e4ffb25f6639bdb75f6ed24ebd79ebe41161c7bb9c9571717742cc8","sha256:f366ee405c6177ac8e0c77000c0eb1955d5cc5be9508184b4ac497c28917f2c7"],"state_sha256":"45f69f4e67182741ead9d02608711bae113ac1df8a4d202fcae7a674d29cc886"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"f7jKV17wsWBud+w/4kLDLZhS4ERUbmakBP09f/+2aCaZXfN5QpZIHgx+XdkJTJxWNV5WTZHeJQNPFogRClA9CQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-09T06:06:26.527732Z","bundle_sha256":"a9ff0823bdaa93a9c9f2e737e9ca86a0ebae011a2ff68f115176a50077e47680"}}