{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:X7V3AJ5LTGZVM7VFPVHK4KKSF5","short_pith_number":"pith:X7V3AJ5L","canonical_record":{"source":{"id":"2501.01451","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-12-30T20:26:03Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7b33c7697fee456ac41df5773483c180bc662172b8b8c5c9b064f7c9909a520b","abstract_canon_sha256":"689041b982af8416e716350945e0f279297077a905c38f884ad1c94805e21093"},"schema_version":"1.0"},"canonical_sha256":"bfebb027ab99b3567ea57d4eae29522f5f5429cf67c666f2af72b58d86a41e9d","source":{"kind":"arxiv","id":"2501.01451","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.01451","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"arxiv_version","alias_value":"2501.01451v1","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.01451","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"pith_short_12","alias_value":"X7V3AJ5LTGZV","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"pith_short_16","alias_value":"X7V3AJ5LTGZVM7VF","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"pith_short_8","alias_value":"X7V3AJ5L","created_at":"2026-07-05T09:56:24Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:X7V3AJ5LTGZVM7VFPVHK4KKSF5","target":"record","payload":{"canonical_record":{"source":{"id":"2501.01451","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-12-30T20:26:03Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7b33c7697fee456ac41df5773483c180bc662172b8b8c5c9b064f7c9909a520b","abstract_canon_sha256":"689041b982af8416e716350945e0f279297077a905c38f884ad1c94805e21093"},"schema_version":"1.0"},"canonical_sha256":"bfebb027ab99b3567ea57d4eae29522f5f5429cf67c666f2af72b58d86a41e9d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:56:24.905720Z","signature_b64":"5dhyBKpHESrz7aPicL2gXRbfnDsdoAQ3e7fJ2XEzWXwpozf2dmfauy0bjp3dOUJy/9F1I9h7Dmi0h2CG9/sSCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bfebb027ab99b3567ea57d4eae29522f5f5429cf67c666f2af72b58d86a41e9d","last_reissued_at":"2026-07-05T09:56:24.905376Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:56:24.905376Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.01451","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":"2026-07-05T09:56:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"EeTkeO4HylUdEB4efgZy+dIv5cyTpzf9isdDOLpD7khfEvvMmnfy/INwx85Kx52N1E/5CYcSaQl2sN1TXEDQBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T03:08:02.716114Z"},"content_sha256":"517e77d46040e78cd7c9910a841c4c24c8c06687c14b17b7c067e5e5f56245e7","schema_version":"1.0","event_id":"sha256:517e77d46040e78cd7c9910a841c4c24c8c06687c14b17b7c067e5e5f56245e7"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:X7V3AJ5LTGZVM7VFPVHK4KKSF5","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.HC","authors_text":"Maryna Kapitonova, Tonio Ball","submitted_at":"2024-12-30T20:26:03Z","abstract_excerpt":"Recently, there is an increasing interest in using artificial intelligence (AI) to automate aspects of the research process, or even autonomously conduct the full research cycle from idea generation, over data analysis, to composing and evaluation of scientific manuscripts. Examples of working AI scientist systems have been demonstrated for computer science tasks and running molecular biology labs. While some approaches aim for full autonomy of the scientific AI, others rather aim for leveraging human-AI teaming. Here, we address how to adapt such approaches for boosting Brain-Computer Interfa"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.01451","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/2501.01451/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":"2026-07-05T09:56:24Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HbsmmPzydTfO9dGnHV3zNecrQA6Kt55ir7NS22xLX08y4X34W0IsFZhyFmjDX9HAMwAG89B08pyS1cbjcHfmAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T03:08:02.716634Z"},"content_sha256":"7af8cbf58e02be1bad8363e3eb66f70eda2ae155ceda94b38ca16f52ad81305f","schema_version":"1.0","event_id":"sha256:7af8cbf58e02be1bad8363e3eb66f70eda2ae155ceda94b38ca16f52ad81305f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/X7V3AJ5LTGZVM7VFPVHK4KKSF5/bundle.json","state_url":"https://pith.science/pith/X7V3AJ5LTGZVM7VFPVHK4KKSF5/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/X7V3AJ5LTGZVM7VFPVHK4KKSF5/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":"2026-08-06T03:08:02Z","links":{"resolver":"https://pith.science/pith/X7V3AJ5LTGZVM7VFPVHK4KKSF5","bundle":"https://pith.science/pith/X7V3AJ5LTGZVM7VFPVHK4KKSF5/bundle.json","state":"https://pith.science/pith/X7V3AJ5LTGZVM7VFPVHK4KKSF5/state.json","well_known_bundle":"https://pith.science/.well-known/pith/X7V3AJ5LTGZVM7VFPVHK4KKSF5/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:X7V3AJ5LTGZVM7VFPVHK4KKSF5","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":"689041b982af8416e716350945e0f279297077a905c38f884ad1c94805e21093","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-12-30T20:26:03Z","title_canon_sha256":"7b33c7697fee456ac41df5773483c180bc662172b8b8c5c9b064f7c9909a520b"},"schema_version":"1.0","source":{"id":"2501.01451","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.01451","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"arxiv_version","alias_value":"2501.01451v1","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.01451","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"pith_short_12","alias_value":"X7V3AJ5LTGZV","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"pith_short_16","alias_value":"X7V3AJ5LTGZVM7VF","created_at":"2026-07-05T09:56:24Z"},{"alias_kind":"pith_short_8","alias_value":"X7V3AJ5L","created_at":"2026-07-05T09:56:24Z"}],"graph_snapshots":[{"event_id":"sha256:7af8cbf58e02be1bad8363e3eb66f70eda2ae155ceda94b38ca16f52ad81305f","target":"graph","created_at":"2026-07-05T09:56:24Z","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/2501.01451/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recently, there is an increasing interest in using artificial intelligence (AI) to automate aspects of the research process, or even autonomously conduct the full research cycle from idea generation, over data analysis, to composing and evaluation of scientific manuscripts. Examples of working AI scientist systems have been demonstrated for computer science tasks and running molecular biology labs. While some approaches aim for full autonomy of the scientific AI, others rather aim for leveraging human-AI teaming. Here, we address how to adapt such approaches for boosting Brain-Computer Interfa","authors_text":"Maryna Kapitonova, Tonio Ball","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-12-30T20:26:03Z","title":"Human-AI Teaming Using Large Language Models: Boosting Brain-Computer Interfacing (BCI) and Brain Research"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.01451","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":"sha256:517e77d46040e78cd7c9910a841c4c24c8c06687c14b17b7c067e5e5f56245e7","target":"record","created_at":"2026-07-05T09:56:24Z","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":"689041b982af8416e716350945e0f279297077a905c38f884ad1c94805e21093","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-12-30T20:26:03Z","title_canon_sha256":"7b33c7697fee456ac41df5773483c180bc662172b8b8c5c9b064f7c9909a520b"},"schema_version":"1.0","source":{"id":"2501.01451","kind":"arxiv","version":1}},"canonical_sha256":"bfebb027ab99b3567ea57d4eae29522f5f5429cf67c666f2af72b58d86a41e9d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bfebb027ab99b3567ea57d4eae29522f5f5429cf67c666f2af72b58d86a41e9d","first_computed_at":"2026-07-05T09:56:24.905376Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:56:24.905376Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"5dhyBKpHESrz7aPicL2gXRbfnDsdoAQ3e7fJ2XEzWXwpozf2dmfauy0bjp3dOUJy/9F1I9h7Dmi0h2CG9/sSCw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:56:24.905720Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.01451","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:517e77d46040e78cd7c9910a841c4c24c8c06687c14b17b7c067e5e5f56245e7","sha256:7af8cbf58e02be1bad8363e3eb66f70eda2ae155ceda94b38ca16f52ad81305f"],"state_sha256":"25b1ceaf4d27016bf7e6ed4d4b643fb79e609d40f894d39903df6a1c15536965"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3sWivjntvr/eJJVo582L5x75TXuxuNn8eLV6ZVAv/0Y6fISililCbiDzzzQbAwLsRoc5JXpG7/ttT0z1eQkgBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T03:08:02.720984Z","bundle_sha256":"b164c5e0ad33a0f4d4f56e587f683506e9058df8cf9ead24dad4fdab2fa4d80b"}}