{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:4S4CSF4YIWY3BMYEN2QH7K5DCC","short_pith_number":"pith:4S4CSF4Y","canonical_record":{"source":{"id":"2501.10342","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-01-17T18:33:58Z","cross_cats_sorted":[],"title_canon_sha256":"90857f8ac50b6e8557cccb53c3f93339216e5fa2d39e7de3f2fffeb4aadc23ec","abstract_canon_sha256":"8be2767bd5f1d24bd0af903c941d30f1c4045261162995b1afa6283cfa47480e"},"schema_version":"1.0"},"canonical_sha256":"e4b829179845b1b0b3046ea07faba310a3e208e1c2c125ce17570ff7152d03d8","source":{"kind":"arxiv","id":"2501.10342","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.10342","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"arxiv_version","alias_value":"2501.10342v1","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.10342","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"pith_short_12","alias_value":"4S4CSF4YIWY3","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"pith_short_16","alias_value":"4S4CSF4YIWY3BMYE","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"pith_short_8","alias_value":"4S4CSF4Y","created_at":"2026-06-02T02:04:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:4S4CSF4YIWY3BMYEN2QH7K5DCC","target":"record","payload":{"canonical_record":{"source":{"id":"2501.10342","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-01-17T18:33:58Z","cross_cats_sorted":[],"title_canon_sha256":"90857f8ac50b6e8557cccb53c3f93339216e5fa2d39e7de3f2fffeb4aadc23ec","abstract_canon_sha256":"8be2767bd5f1d24bd0af903c941d30f1c4045261162995b1afa6283cfa47480e"},"schema_version":"1.0"},"canonical_sha256":"e4b829179845b1b0b3046ea07faba310a3e208e1c2c125ce17570ff7152d03d8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-02T02:04:04.941559Z","signature_b64":"1jfLWXhNEPlTNaW8XxCNqskyeRlXEfNQ9NEM5xA5+t85/fiKNKG2K+zYPaTJA0PJA7+SdCf6io/60ut57os0Dw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e4b829179845b1b0b3046ea07faba310a3e208e1c2c125ce17570ff7152d03d8","last_reissued_at":"2026-06-02T02:04:04.941020Z","signature_status":"signed_v1","first_computed_at":"2026-06-02T02:04:04.941020Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2501.10342","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":"2026-06-02T02:04:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Lt1GHwdeIpkoMSYcx15xqhDIqZG4F+gjfuRuBbXWwbUVw6qlcENjDg1oG2fRITcoRZC8eoWORUBDY9hAGMOGDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T12:02:58.949301Z"},"content_sha256":"aaedd12d3f20c5de3b7181af4a071bd765947d9d534a871bd2292d6d9c6a909e","schema_version":"1.0","event_id":"sha256:aaedd12d3f20c5de3b7181af4a071bd765947d9d534a871bd2292d6d9c6a909e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:4S4CSF4YIWY3BMYEN2QH7K5DCC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Hybrid Deep Learning Model for epileptic seizure classification by using 1D-CNN with multi-head attention mechanism","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Abdulhakeem O. Mohammed, Mohammed Guhdar, Ramadhan J. Mstafa","submitted_at":"2025-01-17T18:33:58Z","abstract_excerpt":"Epilepsy is a prevalent neurological disorder globally, impacting around 50 million people \\cite{WHO_epilepsy_50million}. Epileptic seizures result from sudden abnormal electrical activity in the brain, which can be read as sudden and significant changes in the EEG signal of the brain. The signal can vary in severity and frequency, which results in loss of consciousness and muscle contractions for a short period of time \\cite{epilepsyfoundation_myoclonic}. Individuals with epilepsy often face significant employment challenges due to safety concerns in certain work environments. Many jobs that "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.10342","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/2501.10342/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":"2026-06-02T02:04:04Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"42ylb/lnvrWmbVTrwo5r523CBAsE91RxWP4cuVN8l6MzvAxb+cd3C7iJGTe8Q513sqVhMHiQS62bJez7YjxVAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-29T12:02:58.949674Z"},"content_sha256":"145c8a76a89d629a3783cd7cb62a02ffc144e1e53fdb15bc38baf471ccbb2a59","schema_version":"1.0","event_id":"sha256:145c8a76a89d629a3783cd7cb62a02ffc144e1e53fdb15bc38baf471ccbb2a59"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4S4CSF4YIWY3BMYEN2QH7K5DCC/bundle.json","state_url":"https://pith.science/pith/4S4CSF4YIWY3BMYEN2QH7K5DCC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4S4CSF4YIWY3BMYEN2QH7K5DCC/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":"2026-06-29T12:02:58Z","links":{"resolver":"https://pith.science/pith/4S4CSF4YIWY3BMYEN2QH7K5DCC","bundle":"https://pith.science/pith/4S4CSF4YIWY3BMYEN2QH7K5DCC/bundle.json","state":"https://pith.science/pith/4S4CSF4YIWY3BMYEN2QH7K5DCC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4S4CSF4YIWY3BMYEN2QH7K5DCC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:4S4CSF4YIWY3BMYEN2QH7K5DCC","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":"8be2767bd5f1d24bd0af903c941d30f1c4045261162995b1afa6283cfa47480e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-01-17T18:33:58Z","title_canon_sha256":"90857f8ac50b6e8557cccb53c3f93339216e5fa2d39e7de3f2fffeb4aadc23ec"},"schema_version":"1.0","source":{"id":"2501.10342","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.10342","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"arxiv_version","alias_value":"2501.10342v1","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.10342","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"pith_short_12","alias_value":"4S4CSF4YIWY3","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"pith_short_16","alias_value":"4S4CSF4YIWY3BMYE","created_at":"2026-06-02T02:04:04Z"},{"alias_kind":"pith_short_8","alias_value":"4S4CSF4Y","created_at":"2026-06-02T02:04:04Z"}],"graph_snapshots":[{"event_id":"sha256:145c8a76a89d629a3783cd7cb62a02ffc144e1e53fdb15bc38baf471ccbb2a59","target":"graph","created_at":"2026-06-02T02:04:04Z","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/2501.10342/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Epilepsy is a prevalent neurological disorder globally, impacting around 50 million people \\cite{WHO_epilepsy_50million}. Epileptic seizures result from sudden abnormal electrical activity in the brain, which can be read as sudden and significant changes in the EEG signal of the brain. The signal can vary in severity and frequency, which results in loss of consciousness and muscle contractions for a short period of time \\cite{epilepsyfoundation_myoclonic}. Individuals with epilepsy often face significant employment challenges due to safety concerns in certain work environments. Many jobs that ","authors_text":"Abdulhakeem O. Mohammed, Mohammed Guhdar, Ramadhan J. Mstafa","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-01-17T18:33:58Z","title":"Hybrid Deep Learning Model for epileptic seizure classification by using 1D-CNN with multi-head attention mechanism"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.10342","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:aaedd12d3f20c5de3b7181af4a071bd765947d9d534a871bd2292d6d9c6a909e","target":"record","created_at":"2026-06-02T02:04:04Z","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":"8be2767bd5f1d24bd0af903c941d30f1c4045261162995b1afa6283cfa47480e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-01-17T18:33:58Z","title_canon_sha256":"90857f8ac50b6e8557cccb53c3f93339216e5fa2d39e7de3f2fffeb4aadc23ec"},"schema_version":"1.0","source":{"id":"2501.10342","kind":"arxiv","version":1}},"canonical_sha256":"e4b829179845b1b0b3046ea07faba310a3e208e1c2c125ce17570ff7152d03d8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e4b829179845b1b0b3046ea07faba310a3e208e1c2c125ce17570ff7152d03d8","first_computed_at":"2026-06-02T02:04:04.941020Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-02T02:04:04.941020Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1jfLWXhNEPlTNaW8XxCNqskyeRlXEfNQ9NEM5xA5+t85/fiKNKG2K+zYPaTJA0PJA7+SdCf6io/60ut57os0Dw==","signature_status":"signed_v1","signed_at":"2026-06-02T02:04:04.941559Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.10342","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:aaedd12d3f20c5de3b7181af4a071bd765947d9d534a871bd2292d6d9c6a909e","sha256:145c8a76a89d629a3783cd7cb62a02ffc144e1e53fdb15bc38baf471ccbb2a59"],"state_sha256":"d6eb9a9d211ca2d9dba1cb909eda58ea699f23f0d242a78c8e68cbf8c5d50f36"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Jpa/ZdF7m8SCAvjRng8Bn1aQcv/V8YZwEzO77wy1OFolxC/p8qVl+gllc1VznHAp4//+Q8QTpfuGmLkSq3F5Aw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-29T12:02:58.951535Z","bundle_sha256":"c152c90df21c2d78c3d146ac8252115dc738c69f2ca30688b93e86f16c604824"}}