{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:KCCHOWUI74VDBCLMRDEIX5L2AH","short_pith_number":"pith:KCCHOWUI","canonical_record":{"source":{"id":"2001.01918","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-01-07T07:31:36Z","cross_cats_sorted":["cs.LG","cs.MA"],"title_canon_sha256":"33785740fa2f3d43e13349c7b353ca2286b4b6e3f2ef9c79985fb6065f3fd08b","abstract_canon_sha256":"1a4874fa17989ea60199202d34f2f9955915458f1f016cd3318b77f743924e74"},"schema_version":"1.0"},"canonical_sha256":"5084775a88ff2a30896c88c88bf57a01e7e6321b4e88765288dfc652d7ddd8fd","source":{"kind":"arxiv","id":"2001.01918","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2001.01918","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"arxiv_version","alias_value":"2001.01918v1","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2001.01918","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"pith_short_12","alias_value":"KCCHOWUI74VD","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"pith_short_16","alias_value":"KCCHOWUI74VDBCLM","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"pith_short_8","alias_value":"KCCHOWUI","created_at":"2026-07-05T00:30:42Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:KCCHOWUI74VDBCLMRDEIX5L2AH","target":"record","payload":{"canonical_record":{"source":{"id":"2001.01918","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-01-07T07:31:36Z","cross_cats_sorted":["cs.LG","cs.MA"],"title_canon_sha256":"33785740fa2f3d43e13349c7b353ca2286b4b6e3f2ef9c79985fb6065f3fd08b","abstract_canon_sha256":"1a4874fa17989ea60199202d34f2f9955915458f1f016cd3318b77f743924e74"},"schema_version":"1.0"},"canonical_sha256":"5084775a88ff2a30896c88c88bf57a01e7e6321b4e88765288dfc652d7ddd8fd","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T00:30:42.285302Z","signature_b64":"fvfdTs9HmhS+/v3M9dtO5uWBbtz4DyXDXaUu7O/dkFMbOlfh4xieede2K0Xl3pxqV8ZAfwzU5V0lYc8ejKbABg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5084775a88ff2a30896c88c88bf57a01e7e6321b4e88765288dfc652d7ddd8fd","last_reissued_at":"2026-07-05T00:30:42.284909Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T00:30:42.284909Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2001.01918","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":"2026-07-05T00:30:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qUDJl+kgmhHGw9JMvsPMcTb3FQ5xnY4qxXrVjnGWZ3zaprLgrblT0coxZhuU/S8DJnk3cVYb25gSDEG2DigICg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T22:04:47.319978Z"},"content_sha256":"f7e221896dbac5607a993a4b9a66ff4e79311b298f466c48492d3dfd8374c9a3","schema_version":"1.0","event_id":"sha256:f7e221896dbac5607a993a4b9a66ff4e79311b298f466c48492d3dfd8374c9a3"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:KCCHOWUI74VDBCLMRDEIX5L2AH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Context-Aware Design of Cyber-Physical Human Systems (CPHS)","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","cs.MA"],"primary_cat":"cs.AI","authors_text":"Alimire Nabijiang, Arnab Ganguly, Chanachok Chokwitthaya, Edward Collier, Qun Liu, Ravindra Gudishala, Robert DiBiano, Sanaz Saeidi, Subhajit Sidhanta, Supratik Mukhopadhyay, Yimin Zhu","submitted_at":"2020-01-07T07:31:36Z","abstract_excerpt":"Recently, it has been widely accepted by the research community that interactions between humans and cyber-physical infrastructures have played a significant role in determining the performance of the latter. The existing paradigm for designing cyber-physical systems for optimal performance focuses on developing models based on historical data. The impacts of context factors driving human system interaction are challenging and are difficult to capture and replicate in existing design models. As a result, many existing models do not or only partially address those context factors of a new desig"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2001.01918","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/2001.01918/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":"2026-07-05T00:30:42Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gBcVCtsmMyykGP1MmBVmVhWgn+4yniTJT8jb2DZBkeBbABeRNgJjNAvapbEX4o5TS/WmgLY9k1StuWL1oqgGCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T22:04:47.320365Z"},"content_sha256":"8d5c30406f836fb2c7feda57cd67f204e0085df626f3f1aaaf236279a6bd0d36","schema_version":"1.0","event_id":"sha256:8d5c30406f836fb2c7feda57cd67f204e0085df626f3f1aaaf236279a6bd0d36"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KCCHOWUI74VDBCLMRDEIX5L2AH/bundle.json","state_url":"https://pith.science/pith/KCCHOWUI74VDBCLMRDEIX5L2AH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KCCHOWUI74VDBCLMRDEIX5L2AH/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":"2026-07-08T22:04:47Z","links":{"resolver":"https://pith.science/pith/KCCHOWUI74VDBCLMRDEIX5L2AH","bundle":"https://pith.science/pith/KCCHOWUI74VDBCLMRDEIX5L2AH/bundle.json","state":"https://pith.science/pith/KCCHOWUI74VDBCLMRDEIX5L2AH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KCCHOWUI74VDBCLMRDEIX5L2AH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:KCCHOWUI74VDBCLMRDEIX5L2AH","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":"1a4874fa17989ea60199202d34f2f9955915458f1f016cd3318b77f743924e74","cross_cats_sorted":["cs.LG","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-01-07T07:31:36Z","title_canon_sha256":"33785740fa2f3d43e13349c7b353ca2286b4b6e3f2ef9c79985fb6065f3fd08b"},"schema_version":"1.0","source":{"id":"2001.01918","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2001.01918","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"arxiv_version","alias_value":"2001.01918v1","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2001.01918","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"pith_short_12","alias_value":"KCCHOWUI74VD","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"pith_short_16","alias_value":"KCCHOWUI74VDBCLM","created_at":"2026-07-05T00:30:42Z"},{"alias_kind":"pith_short_8","alias_value":"KCCHOWUI","created_at":"2026-07-05T00:30:42Z"}],"graph_snapshots":[{"event_id":"sha256:8d5c30406f836fb2c7feda57cd67f204e0085df626f3f1aaaf236279a6bd0d36","target":"graph","created_at":"2026-07-05T00:30:42Z","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/2001.01918/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recently, it has been widely accepted by the research community that interactions between humans and cyber-physical infrastructures have played a significant role in determining the performance of the latter. The existing paradigm for designing cyber-physical systems for optimal performance focuses on developing models based on historical data. The impacts of context factors driving human system interaction are challenging and are difficult to capture and replicate in existing design models. As a result, many existing models do not or only partially address those context factors of a new desig","authors_text":"Alimire Nabijiang, Arnab Ganguly, Chanachok Chokwitthaya, Edward Collier, Qun Liu, Ravindra Gudishala, Robert DiBiano, Sanaz Saeidi, Subhajit Sidhanta, Supratik Mukhopadhyay, Yimin Zhu","cross_cats":["cs.LG","cs.MA"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-01-07T07:31:36Z","title":"Context-Aware Design of Cyber-Physical Human Systems (CPHS)"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2001.01918","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:f7e221896dbac5607a993a4b9a66ff4e79311b298f466c48492d3dfd8374c9a3","target":"record","created_at":"2026-07-05T00:30:42Z","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":"1a4874fa17989ea60199202d34f2f9955915458f1f016cd3318b77f743924e74","cross_cats_sorted":["cs.LG","cs.MA"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-01-07T07:31:36Z","title_canon_sha256":"33785740fa2f3d43e13349c7b353ca2286b4b6e3f2ef9c79985fb6065f3fd08b"},"schema_version":"1.0","source":{"id":"2001.01918","kind":"arxiv","version":1}},"canonical_sha256":"5084775a88ff2a30896c88c88bf57a01e7e6321b4e88765288dfc652d7ddd8fd","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5084775a88ff2a30896c88c88bf57a01e7e6321b4e88765288dfc652d7ddd8fd","first_computed_at":"2026-07-05T00:30:42.284909Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:30:42.284909Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fvfdTs9HmhS+/v3M9dtO5uWBbtz4DyXDXaUu7O/dkFMbOlfh4xieede2K0Xl3pxqV8ZAfwzU5V0lYc8ejKbABg==","signature_status":"signed_v1","signed_at":"2026-07-05T00:30:42.285302Z","signed_message":"canonical_sha256_bytes"},"source_id":"2001.01918","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f7e221896dbac5607a993a4b9a66ff4e79311b298f466c48492d3dfd8374c9a3","sha256:8d5c30406f836fb2c7feda57cd67f204e0085df626f3f1aaaf236279a6bd0d36"],"state_sha256":"e0461f08fbdd184f2c29992ce0d9a47727cad261d9d4f9414c80d77f68d1238e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UJrlsllqhfGDCh6hxEfevvKbyQXY+foPpSJQuJi4ABPJrL2lsjtfKgpD55iZFnjgiByz69eyRIHhtRgyYAgsDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-08T22:04:47.322572Z","bundle_sha256":"3eaccada1192b8a9dd969a9367a86c5b3d9c7922493b24bd0fd961716ed89dc3"}}