Pith Number

pith:PSHTPY52

pith:2024:PSHTPY52PXVIIYEGNDAN3M7QPK

not attested not anchored not stored refs pending

Transformer tricks: Precomputing the first layer

Nils Graef

arxiv:2402.13388 v3 · 2024-02-20 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PSHTPY52PXVIIYEGNDAN3M7QPK}

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

FlashNorm: Fast Normalization for Transformers

Receipt and verification

First computed	2026-07-05T07:54:54.999850Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c8f37e3ba7dea84608668c0ddb3f07a8120cf832c35d8a77c07e4c53f2ca9b0

Aliases

arxiv: 2402.13388 · arxiv_version: 2402.13388v3 · doi: 10.48550/arxiv.2402.13388 · pith_short_12: PSHTPY52PXVI · pith_short_16: PSHTPY52PXVIIYEG · pith_short_8: PSHTPY52

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/PSHTPY52PXVIIYEGNDAN3M7QPK \
  | 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: 7c8f37e3ba7dea84608668c0ddb3f07a8120cf832c35d8a77c07e4c53f2ca9b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3ca8c4284260c651f5c522fc46de4233f042161470827e155fbc05d803ed741",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-20T21:34:56Z",
    "title_canon_sha256": "eb4a9b6850d289872aaf88e9a2ca3de3604372d65bac42c806a9b0537b9511e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.13388",
    "kind": "arxiv",
    "version": 3
  }
}