{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:L5Y7FFS6F54IWFEUGSUAB74LY3","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":"107af4a9a0f57036671d5b6dbdf0e2259d0e189e1acfae9dbc54c9b18d122187","cross_cats_sorted":["eess.IV","eess.SP"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-10T20:04:54Z","title_canon_sha256":"1597efce70cc7402ce30e6cc9db228b323075d281729067c6aa24ee014896048"},"schema_version":"1.0","source":{"id":"2501.06326","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.06326","created_at":"2026-07-05T10:08:27Z"},{"alias_kind":"arxiv_version","alias_value":"2501.06326v2","created_at":"2026-07-05T10:08:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.06326","created_at":"2026-07-05T10:08:27Z"},{"alias_kind":"pith_short_12","alias_value":"L5Y7FFS6F54I","created_at":"2026-07-05T10:08:27Z"},{"alias_kind":"pith_short_16","alias_value":"L5Y7FFS6F54IWFEU","created_at":"2026-07-05T10:08:27Z"},{"alias_kind":"pith_short_8","alias_value":"L5Y7FFS6","created_at":"2026-07-05T10:08:27Z"}],"graph_snapshots":[{"event_id":"sha256:e6e9bff7db223c8dfffdc67514c7230938420b4797cfed5dfa33bd63da8c3588","target":"graph","created_at":"2026-07-05T10:08:27Z","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/2501.06326/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Brain decoding has emerged as a rapidly advancing and extensively utilized technique within neuroscience. This paper centers on the application of raw electroencephalogram (EEG) signals for decoding human brain activity, offering a more expedited and efficient methodology for enhancing our understanding of the human brain. The investigation specifically scrutinizes the efficacy of brain-computer interfaces (BCI) in deciphering neural signals associated with speech production, with particular emphasis on the impact of vocabulary size, electrode density, and training data on the framework's perf","authors_text":"Yashar Moshfeghi, Zenon Lamprou","cross_cats":["eess.IV","eess.SP"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-10T20:04:54Z","title":"On Creating A Brain-To-Text Decoder"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.06326","kind":"arxiv","version":2},"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":"sha256:7809ba14d92db435e3c9888070439bd705a138a324d54475ad8eab42754539fd","target":"record","created_at":"2026-07-05T10:08:27Z","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":"107af4a9a0f57036671d5b6dbdf0e2259d0e189e1acfae9dbc54c9b18d122187","cross_cats_sorted":["eess.IV","eess.SP"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-10T20:04:54Z","title_canon_sha256":"1597efce70cc7402ce30e6cc9db228b323075d281729067c6aa24ee014896048"},"schema_version":"1.0","source":{"id":"2501.06326","kind":"arxiv","version":2}},"canonical_sha256":"5f71f2965e2f788b149434a800ff8bc6e2c4bebe02b1e61f4c28f140d101dfc4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5f71f2965e2f788b149434a800ff8bc6e2c4bebe02b1e61f4c28f140d101dfc4","first_computed_at":"2026-07-05T10:08:27.527746Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:08:27.527746Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2d4Z+c8HAlaGi2UgiVrWGkC8k6Q6A35qqNZ9CNhTNhcGp4M36Klhd0L/QQK9uScLWXiNuFN6XWJUWjrCCi8yCA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:08:27.528204Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.06326","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7809ba14d92db435e3c9888070439bd705a138a324d54475ad8eab42754539fd","sha256:e6e9bff7db223c8dfffdc67514c7230938420b4797cfed5dfa33bd63da8c3588"],"state_sha256":"28e85cc5566a6f44d8f2cee15272e2bdaa7485fb3462be602caa867c333bc2dc"}