{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:DPSOSHPQGMXRY65VBPNE6DY5XS","short_pith_number":"pith:DPSOSHPQ","canonical_record":{"source":{"id":"2607.06297","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-07-07T14:03:33Z","cross_cats_sorted":[],"title_canon_sha256":"189d867f864efabc8684463606aa64e4fcafcff6b2acded744b6c2268b014801","abstract_canon_sha256":"d7c450e2be4422315236ffe43139ea026862e33f86c783b8527c5391781065af"},"schema_version":"1.0"},"canonical_sha256":"1be4e91df0332f1c7bb50bda4f0f1dbca7837a1696143279bc7e0b4f6c2cd7e1","source":{"kind":"arxiv","id":"2607.06297","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.06297","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"arxiv_version","alias_value":"2607.06297v1","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.06297","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"pith_short_12","alias_value":"DPSOSHPQGMXR","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"pith_short_16","alias_value":"DPSOSHPQGMXRY65V","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"pith_short_8","alias_value":"DPSOSHPQ","created_at":"2026-07-08T01:19:20Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:DPSOSHPQGMXRY65VBPNE6DY5XS","target":"record","payload":{"canonical_record":{"source":{"id":"2607.06297","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-07-07T14:03:33Z","cross_cats_sorted":[],"title_canon_sha256":"189d867f864efabc8684463606aa64e4fcafcff6b2acded744b6c2268b014801","abstract_canon_sha256":"d7c450e2be4422315236ffe43139ea026862e33f86c783b8527c5391781065af"},"schema_version":"1.0"},"canonical_sha256":"1be4e91df0332f1c7bb50bda4f0f1dbca7837a1696143279bc7e0b4f6c2cd7e1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-08T01:19:20.276908Z","signature_b64":"TC1wl7YaiCJSdlr7GgRI42yciy8o3uBHAXBXYFiKHgr2Qz4yuiIR6G+Xbpnq7cAZgqJY+LS2C6OgPlwdu4+MDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1be4e91df0332f1c7bb50bda4f0f1dbca7837a1696143279bc7e0b4f6c2cd7e1","last_reissued_at":"2026-07-08T01:19:20.276490Z","signature_status":"signed_v1","first_computed_at":"2026-07-08T01:19:20.276490Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2607.06297","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":"2026-07-08T01:19:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Te4sTIhmOCD+9gftjWF52NnvHJkqYemYe9yIagWiC1UAq9QAo2FeRBNzEfy+G4/h5v5ugCRveAKAZ8sx9ml9Dw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T07:19:38.392305Z"},"content_sha256":"7bff06d19979fc449a8194e63ecd0bc4e0e698386f8de23a7c34d8a3950b64a5","schema_version":"1.0","event_id":"sha256:7bff06d19979fc449a8194e63ecd0bc4e0e698386f8de23a7c34d8a3950b64a5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:DPSOSHPQGMXRY65VBPNE6DY5XS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"DS-MTNet:Structured Multi-Task EEG Decoding for Human-Machine Collaboration","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Jing Yang, Tao Cheng, Tielin Shi, Xinjia Yu, Yang Zhou","submitted_at":"2026-07-07T14:03:33Z","abstract_excerpt":"Current human-machine collaboration (HMC) systems rely on environment-facing sensors to observe visible actions and scene states, but the internal perceptual, intention-related, and state-related processes of operators remain insufficiently integrated into machine perception. Electroencephalography (EEG) provides a non-invasive, time-resolved modality to capture neural activity associated with these processes and can serve as an additional sensing channel in HMC. However, HMC-relevant EEG evidence is often mixed in continuous recordings. Existing EEG decoding methods usually target task-specif"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.06297","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/2607.06297/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":"2026-07-08T01:19:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Fma0rP6etM/nS0jVgqXZ8QRnab/9snNBsuO0XNgbLeGmOUX+na4YDN8pFJkTFM3ONhWiq6nNHvBpxs1WjV1eAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T07:19:38.393259Z"},"content_sha256":"f4e361928da7ff562ca01d397d126f6d9f743ddfea44dbc77c019ac3ee8370b3","schema_version":"1.0","event_id":"sha256:f4e361928da7ff562ca01d397d126f6d9f743ddfea44dbc77c019ac3ee8370b3"},{"event_type":"integrity_finding","subject_pith_number":"pith:2026:DPSOSHPQGMXRY65VBPNE6DY5XS","target":"integrity","payload":{"note":"DOI in the printed bibliography is fragmented by whitespace or line breaks. A longer candidate (10.1007/s00170-) was visible in the surrounding text but could not be confirmed against doi.org as printed.","snippet":"A. Buerkle, H. Matharu, A. Al -Yacoub, N. Lohse, T. Bamber, and P. Ferreira, “An adaptive human sensor framework for human–robot collaboration,” Int. J. Adv. Manuf. Technol., vol. 119, no. 1, pp. 1233 –1248, Mar. 2022, doi: 10.1007/s00170 -","arxiv_id":"2607.06297","detector":"doi_compliance","evidence":{"ref_index":26,"verdict_class":"incontrovertible","resolved_title":null,"printed_excerpt":"A. Buerkle, H. Matharu, A. Al -Yacoub, N. Lohse, T. Bamber, and P. Ferreira, “An adaptive human sensor framework for human–robot collaboration,” Int. J. Adv. Manuf. Technol., vol. 119, no. 1, pp. 1233 –1248, Mar. 2022, doi: 10.1007/s00170 -","reconstructed_doi":"10.1007/s00170-"},"severity":"advisory","ref_index":26,"audited_at":"2026-07-09T07:34:30.620984Z","event_type":"pith.integrity.v1","detected_doi":"10.1007/s00170-","detector_url":"https://pith.science/pith-integrity-protocol#doi_compliance","external_url":null,"finding_type":"recoverable_identifier","evidence_hash":"612091206ecac48de112bb5154968a966e5e75edc480d3ca9ffd8674acff8353","paper_version":1,"verdict_class":"incontrovertible","resolved_title":null,"detector_version":"1.0.0","detected_arxiv_id":null,"integrity_event_id":7800,"payload_sha256":"2c218caaa9aa509ea957c8eb9979a490090e946f1efe2c2559b6c7b0ae49ee65","signature_b64":"iR8L1A3BBv1B69FAcg/l3oqRyOF21gmDE45/P+TkB4PVL/nzkE+9SIPUo/5kAWRciIgvPThwhephj8REKhydDw==","signing_key_id":"pith-v1-2026-05"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-09T07:37:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lB+E1p72WPU4xyy3Zw9Gghj0advIj0Dlj/kVda4xKjNTbTOatbkw0CDdMlIUdrsPf4zreKTuo6ecUFC07kOlCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T07:19:38.399984Z"},"content_sha256":"146b4be0f96d19f6aea363cc1ee54ca7f08d3a3e274a7f0655423e90967c58d2","schema_version":"1.0","event_id":"sha256:146b4be0f96d19f6aea363cc1ee54ca7f08d3a3e274a7f0655423e90967c58d2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DPSOSHPQGMXRY65VBPNE6DY5XS/bundle.json","state_url":"https://pith.science/pith/DPSOSHPQGMXRY65VBPNE6DY5XS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DPSOSHPQGMXRY65VBPNE6DY5XS/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":"2026-08-06T07:19:38Z","links":{"resolver":"https://pith.science/pith/DPSOSHPQGMXRY65VBPNE6DY5XS","bundle":"https://pith.science/pith/DPSOSHPQGMXRY65VBPNE6DY5XS/bundle.json","state":"https://pith.science/pith/DPSOSHPQGMXRY65VBPNE6DY5XS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DPSOSHPQGMXRY65VBPNE6DY5XS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:DPSOSHPQGMXRY65VBPNE6DY5XS","merge_version":"pith-open-graph-merge-v1","event_count":3,"valid_event_count":3,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"d7c450e2be4422315236ffe43139ea026862e33f86c783b8527c5391781065af","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-07-07T14:03:33Z","title_canon_sha256":"189d867f864efabc8684463606aa64e4fcafcff6b2acded744b6c2268b014801"},"schema_version":"1.0","source":{"id":"2607.06297","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.06297","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"arxiv_version","alias_value":"2607.06297v1","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.06297","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"pith_short_12","alias_value":"DPSOSHPQGMXR","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"pith_short_16","alias_value":"DPSOSHPQGMXRY65V","created_at":"2026-07-08T01:19:20Z"},{"alias_kind":"pith_short_8","alias_value":"DPSOSHPQ","created_at":"2026-07-08T01:19:20Z"}],"graph_snapshots":[{"event_id":"sha256:f4e361928da7ff562ca01d397d126f6d9f743ddfea44dbc77c019ac3ee8370b3","target":"graph","created_at":"2026-07-08T01:19:20Z","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/2607.06297/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Current human-machine collaboration (HMC) systems rely on environment-facing sensors to observe visible actions and scene states, but the internal perceptual, intention-related, and state-related processes of operators remain insufficiently integrated into machine perception. Electroencephalography (EEG) provides a non-invasive, time-resolved modality to capture neural activity associated with these processes and can serve as an additional sensing channel in HMC. However, HMC-relevant EEG evidence is often mixed in continuous recordings. Existing EEG decoding methods usually target task-specif","authors_text":"Jing Yang, Tao Cheng, Tielin Shi, Xinjia Yu, Yang Zhou","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-07-07T14:03:33Z","title":"DS-MTNet:Structured Multi-Task EEG Decoding for Human-Machine Collaboration"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.06297","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":"sha256:7bff06d19979fc449a8194e63ecd0bc4e0e698386f8de23a7c34d8a3950b64a5","target":"record","created_at":"2026-07-08T01:19:20Z","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":"d7c450e2be4422315236ffe43139ea026862e33f86c783b8527c5391781065af","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2026-07-07T14:03:33Z","title_canon_sha256":"189d867f864efabc8684463606aa64e4fcafcff6b2acded744b6c2268b014801"},"schema_version":"1.0","source":{"id":"2607.06297","kind":"arxiv","version":1}},"canonical_sha256":"1be4e91df0332f1c7bb50bda4f0f1dbca7837a1696143279bc7e0b4f6c2cd7e1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1be4e91df0332f1c7bb50bda4f0f1dbca7837a1696143279bc7e0b4f6c2cd7e1","first_computed_at":"2026-07-08T01:19:20.276490Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-08T01:19:20.276490Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TC1wl7YaiCJSdlr7GgRI42yciy8o3uBHAXBXYFiKHgr2Qz4yuiIR6G+Xbpnq7cAZgqJY+LS2C6OgPlwdu4+MDw==","signature_status":"signed_v1","signed_at":"2026-07-08T01:19:20.276908Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.06297","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7bff06d19979fc449a8194e63ecd0bc4e0e698386f8de23a7c34d8a3950b64a5","sha256:f4e361928da7ff562ca01d397d126f6d9f743ddfea44dbc77c019ac3ee8370b3","sha256:146b4be0f96d19f6aea363cc1ee54ca7f08d3a3e274a7f0655423e90967c58d2"],"state_sha256":"9ea0c6adfbd9b821b7697e1a8cf1d7d8d71e7303ff8cf01025ca4f7e71c2ab54"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"t5tDE1SunZHmwLBEoxp5rRsyb4Lv4gyLwrS7hte1kZPymKx7LjZTddjGiv/ZPXHr1ge+talHX2S/I8SLkRBlDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T07:19:38.403899Z","bundle_sha256":"c97edc1f2d520563f416a3fe04b3061894a7d1f9da7ab8ec8685fead6eb80e72"}}