{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:CM2DMDGBEC6IQ7CPDXOHS6FU4B","short_pith_number":"pith:CM2DMDGB","canonical_record":{"source":{"id":"2410.07804","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T10:45:08Z","cross_cats_sorted":[],"title_canon_sha256":"86d91cc934a1670fa60ec60b24b92f1c7aaba9d1f09d3b7f5e3e83ae4b81c4ee","abstract_canon_sha256":"1abcbb361b0b11ebc49dd11529f7d9b53cf7c2297eefdebd9f0f6248c97b3d6b"},"schema_version":"1.0"},"canonical_sha256":"1334360cc120bc887c4f1ddc7978b4e05d3e6da356fbfddcba6987f74f9582a6","source":{"kind":"arxiv","id":"2410.07804","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.07804","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"arxiv_version","alias_value":"2410.07804v3","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.07804","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"pith_short_12","alias_value":"CM2DMDGBEC6I","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"pith_short_16","alias_value":"CM2DMDGBEC6IQ7CP","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"pith_short_8","alias_value":"CM2DMDGB","created_at":"2026-07-05T09:21:49Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:CM2DMDGBEC6IQ7CPDXOHS6FU4B","target":"record","payload":{"canonical_record":{"source":{"id":"2410.07804","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T10:45:08Z","cross_cats_sorted":[],"title_canon_sha256":"86d91cc934a1670fa60ec60b24b92f1c7aaba9d1f09d3b7f5e3e83ae4b81c4ee","abstract_canon_sha256":"1abcbb361b0b11ebc49dd11529f7d9b53cf7c2297eefdebd9f0f6248c97b3d6b"},"schema_version":"1.0"},"canonical_sha256":"1334360cc120bc887c4f1ddc7978b4e05d3e6da356fbfddcba6987f74f9582a6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:21:49.597842Z","signature_b64":"QLXjJEyhGLlrgjxQLKZUn03+xSOn+VMR3jexjaSbaTmEN8iOUpfunH73DvyrjBJ4iPCXUNKiZffBOkPD3h3wDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1334360cc120bc887c4f1ddc7978b4e05d3e6da356fbfddcba6987f74f9582a6","last_reissued_at":"2026-07-05T09:21:49.597397Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:21:49.597397Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2410.07804","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":"2026-07-05T09:21:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OnSES7KaQBx12n9FFKb/wLbHAAF6bfzPjqz1CekglhGyh//CjEjSqeAqwGMZQYCMjIRLzTTA5Pi0udWF9mTXDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T07:17:01.820803Z"},"content_sha256":"6e5de4651ed1fd72b439abff0fe88e2e4dc51a5e55a1ca5963e08638f31c64e5","schema_version":"1.0","event_id":"sha256:6e5de4651ed1fd72b439abff0fe88e2e4dc51a5e55a1ca5963e08638f31c64e5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:CM2DMDGBEC6IQ7CPDXOHS6FU4B","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Intuitive interaction flow: A Dual-Loop Human-Machine Collaboration Task Allocation Model and an experimental study","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Jiang Xu, Jingru Pei, Lingyun Sun, Qichao Zhao, Qiyang Miao, Tianyang Yu, Yilin Lu, Ziyuan Huang","submitted_at":"2024-10-10T10:45:08Z","abstract_excerpt":"This study investigates the issue of task allocation in Human-Machine Collaboration (HMC) within the context of Industry 4.0. By integrating philosophical insights and cognitive science, it clearly defines two typical modes of human behavior in human-machine interaction(HMI): skill-based intuitive behavior and knowledge-based intellectual behavior. Building on this, the concept of 'intuitive interaction flow' is innovatively introduced by combining human intuition with machine humanoid intelligence, leading to the construction of a dual-loop HMC task allocation model. Through comparative exper"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.07804","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/2410.07804/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":"2026-07-05T09:21:49Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"caD3MdwZ8DCC+BCdmgQ9qcmGF7PN3qAUWyucqttD81LcJaev7eqjegYLbYMrhBPbhj+P2oXreXqdPP7OkQL0DA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T07:17:01.821430Z"},"content_sha256":"a86fe9987b646f029a5f61235e3cd9717332a1c2a78fcd7f12124e8a57537a64","schema_version":"1.0","event_id":"sha256:a86fe9987b646f029a5f61235e3cd9717332a1c2a78fcd7f12124e8a57537a64"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CM2DMDGBEC6IQ7CPDXOHS6FU4B/bundle.json","state_url":"https://pith.science/pith/CM2DMDGBEC6IQ7CPDXOHS6FU4B/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CM2DMDGBEC6IQ7CPDXOHS6FU4B/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":"2026-08-07T07:17:01Z","links":{"resolver":"https://pith.science/pith/CM2DMDGBEC6IQ7CPDXOHS6FU4B","bundle":"https://pith.science/pith/CM2DMDGBEC6IQ7CPDXOHS6FU4B/bundle.json","state":"https://pith.science/pith/CM2DMDGBEC6IQ7CPDXOHS6FU4B/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CM2DMDGBEC6IQ7CPDXOHS6FU4B/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:CM2DMDGBEC6IQ7CPDXOHS6FU4B","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":"1abcbb361b0b11ebc49dd11529f7d9b53cf7c2297eefdebd9f0f6248c97b3d6b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T10:45:08Z","title_canon_sha256":"86d91cc934a1670fa60ec60b24b92f1c7aaba9d1f09d3b7f5e3e83ae4b81c4ee"},"schema_version":"1.0","source":{"id":"2410.07804","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.07804","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"arxiv_version","alias_value":"2410.07804v3","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.07804","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"pith_short_12","alias_value":"CM2DMDGBEC6I","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"pith_short_16","alias_value":"CM2DMDGBEC6IQ7CP","created_at":"2026-07-05T09:21:49Z"},{"alias_kind":"pith_short_8","alias_value":"CM2DMDGB","created_at":"2026-07-05T09:21:49Z"}],"graph_snapshots":[{"event_id":"sha256:a86fe9987b646f029a5f61235e3cd9717332a1c2a78fcd7f12124e8a57537a64","target":"graph","created_at":"2026-07-05T09:21:49Z","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/2410.07804/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This study investigates the issue of task allocation in Human-Machine Collaboration (HMC) within the context of Industry 4.0. By integrating philosophical insights and cognitive science, it clearly defines two typical modes of human behavior in human-machine interaction(HMI): skill-based intuitive behavior and knowledge-based intellectual behavior. Building on this, the concept of 'intuitive interaction flow' is innovatively introduced by combining human intuition with machine humanoid intelligence, leading to the construction of a dual-loop HMC task allocation model. Through comparative exper","authors_text":"Jiang Xu, Jingru Pei, Lingyun Sun, Qichao Zhao, Qiyang Miao, Tianyang Yu, Yilin Lu, Ziyuan Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T10:45:08Z","title":"Intuitive interaction flow: A Dual-Loop Human-Machine Collaboration Task Allocation Model and an experimental study"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.07804","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":"sha256:6e5de4651ed1fd72b439abff0fe88e2e4dc51a5e55a1ca5963e08638f31c64e5","target":"record","created_at":"2026-07-05T09:21:49Z","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":"1abcbb361b0b11ebc49dd11529f7d9b53cf7c2297eefdebd9f0f6248c97b3d6b","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2024-10-10T10:45:08Z","title_canon_sha256":"86d91cc934a1670fa60ec60b24b92f1c7aaba9d1f09d3b7f5e3e83ae4b81c4ee"},"schema_version":"1.0","source":{"id":"2410.07804","kind":"arxiv","version":3}},"canonical_sha256":"1334360cc120bc887c4f1ddc7978b4e05d3e6da356fbfddcba6987f74f9582a6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1334360cc120bc887c4f1ddc7978b4e05d3e6da356fbfddcba6987f74f9582a6","first_computed_at":"2026-07-05T09:21:49.597397Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:21:49.597397Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QLXjJEyhGLlrgjxQLKZUn03+xSOn+VMR3jexjaSbaTmEN8iOUpfunH73DvyrjBJ4iPCXUNKiZffBOkPD3h3wDA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:21:49.597842Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.07804","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6e5de4651ed1fd72b439abff0fe88e2e4dc51a5e55a1ca5963e08638f31c64e5","sha256:a86fe9987b646f029a5f61235e3cd9717332a1c2a78fcd7f12124e8a57537a64"],"state_sha256":"988c37b2f12c3b119a7efdf5443eafa2ceafc34479354b415c79aa0e552ae8eb"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3fSOWGQqwYR2DbkcWoqsTS0ipOAPiR6x0I8+//5Wstrw4beRGpI4q4oI4um14NVXqC/aruACy+RJhL6N3lrRCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T07:17:01.826225Z","bundle_sha256":"c7418e4e31ec5b97850109a8e24470c37a5a1667c24089d856bd4de418c19ffd"}}