Pith Number

pith:NFA2FX4L

pith:2024:NFA2FX4LUYVV26Z5FNQYSUCVVR

not attested not anchored not stored refs pending

Prompting a Pretrained Transformer Can Be a Universal Approximator

Adel Bibi, Aleksandar Petrov, Philip H.S. Torr

arxiv:2402.14753 v1 · 2024-02-22 · cs.LG · cs.AI · math.FA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NFA2FX4LUYVV26Z5FNQYSUCVVR}

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

2 papers in Pith

Learning to Translate from Soft to Hard LLM Prompts

Measure-to-measure Regression with Transformers

Receipt and verification

First computed	2026-07-05T07:48:14.163057Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6941a2df8ba62b5d7b3d2b61895055ac6fc2fb7c7d6a127e76f53eeea8d55dcd

Aliases

arxiv: 2402.14753 · arxiv_version: 2402.14753v1 · doi: 10.48550/arxiv.2402.14753 · pith_short_12: NFA2FX4LUYVV · pith_short_16: NFA2FX4LUYVV26Z5 · pith_short_8: NFA2FX4L

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/NFA2FX4LUYVV26Z5FNQYSUCVVR \
  | 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: 6941a2df8ba62b5d7b3d2b61895055ac6fc2fb7c7d6a127e76f53eeea8d55dcd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f955831c67a751309adf927634ac9c60f5df47bfe4b2ea214f0f06cb2515b2c8",
    "cross_cats_sorted": [
      "cs.AI",
      "math.FA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-22T18:12:48Z",
    "title_canon_sha256": "815ada71ea0a7773f2d6020111dfec9b3359e56d165e725e029fed05dce1f76c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14753",
    "kind": "arxiv",
    "version": 1
  }
}