Pith Number

pith:AGCPU4V6

pith:2024:AGCPU4V623XNCKGQC3HNMAUEWW

not attested not anchored not stored refs pending

Universal Neural Functionals

Allan Zhou, Chelsea Finn, James Harrison

arxiv:2402.05232 v1 · 2024-02-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGCPU4V623XNCKGQC3HNMAUEWW}

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.

Cited by

1 paper in Pith

Universal Approximation of Operators with Transformers and Neural Integral Operators

Receipt and verification

First computed	2026-07-05T07:42:46.451444Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0184fa72bed6eed128d016ced60284b585fb8055cd60c34606180a2290300ea1

Aliases

arxiv: 2402.05232 · arxiv_version: 2402.05232v1 · doi: 10.48550/arxiv.2402.05232 · pith_short_12: AGCPU4V623XN · pith_short_16: AGCPU4V623XNCKGQ · pith_short_8: AGCPU4V6

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/AGCPU4V623XNCKGQC3HNMAUEWW \
  | 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: 0184fa72bed6eed128d016ced60284b585fb8055cd60c34606180a2290300ea1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88ecffbe02ad96b1f1f3d61e790858f6eea30d0bf874089a7f8aa61bd6f885ac",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-07T20:12:27Z",
    "title_canon_sha256": "3c0a6748b1ce148e0a834a1248db03262b2f59797e5d2c21be5c6c30667126fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05232",
    "kind": "arxiv",
    "version": 1
  }
}