Pith. sign in
Pith Number

pith:XWYSRLFS

pith:2024:XWYSRLFSS4TG6NRUCSLNPR6NIU
not attested not anchored not stored refs pending

Predicting Human Brain States with Transformer

Chenyu Wang, Fernando Calamante, Jiah Lee, Jinglei Lv, Mariano Cabezas, Wei Zhang, Yifei Sun

arxiv:2412.19814 v1 · 2024-12-11 · q-bio.NC · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XWYSRLFSS4TG6NRUCSLNPR6NIU}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T09:54:49.798251Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bdb128acb297266f36341496d7c7cd4528d93cb343e147a2ef3142f351352bd3

Aliases

arxiv: 2412.19814 · arxiv_version: 2412.19814v1 · doi: 10.48550/arxiv.2412.19814 · pith_short_12: XWYSRLFSS4TG · pith_short_16: XWYSRLFSS4TG6NRU · pith_short_8: XWYSRLFS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XWYSRLFSS4TG6NRUCSLNPR6NIU \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: bdb128acb297266f36341496d7c7cd4528d93cb343e147a2ef3142f351352bd3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "639f75e53d1236f397d23d537e2b190e0bc08e7d45ca944eddc13dd287e77302",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2024-12-11T00:18:39Z",
    "title_canon_sha256": "75a5d01e1a5199f25cfd443502ae4d6cbca799569e483dbec7c5c2fc9129d667"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19814",
    "kind": "arxiv",
    "version": 1
  }
}