Pith Number

pith:WRS2GXSA

pith:2025:WRS2GXSAQNB4H7OF7XISCSVU7G

not attested not anchored not stored refs pending

The Generalist Brain Module: Module Repetition in Neural Networks in Light of the Minicolumn Hypothesis

Mia-Katrin Kvalsund, Mikkel Elle Lepper{\o}d

arxiv:2507.12473 v1 · 2025-07-01 · q-bio.NC · cs.LG · cs.NE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WRS2GXSAQNB4H7OF7XISCSVU7G}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T11:38:32.604629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b465a35e408343c3fdc5fdd1214ab4f998df401239ac909bdc84a98965971b29

Aliases

arxiv: 2507.12473 · arxiv_version: 2507.12473v1 · doi: 10.48550/arxiv.2507.12473 · pith_short_12: WRS2GXSAQNB4 · pith_short_16: WRS2GXSAQNB4H7OF · pith_short_8: WRS2GXSA

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/WRS2GXSAQNB4H7OF7XISCSVU7G \
  | 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: b465a35e408343c3fdc5fdd1214ab4f998df401239ac909bdc84a98965971b29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94dc7736c9fcd3f402e09bae1feee12d427def14f4214c9a277a87aea8f46aec",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2025-07-01T09:13:10Z",
    "title_canon_sha256": "91fb19daa11a56f256151706be33514dbf27986eeac23d733f2dfda55c7947b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12473",
    "kind": "arxiv",
    "version": 1
  }
}