Pith Number

pith:LJ7RWJ2M

pith:2023:LJ7RWJ2MFDSZB6D3DIY36SSAGQ

not attested not anchored not stored refs pending

Brainformers: Trading Simplicity for Efficiency

Andrew Dai, Chang Lan, Claire Cui, Da Huang, Daiyi Peng, David So, James Laudon, Jeff Dean, Nan Du, Quoc Le, Siamak Shakeri, Yanping Huang, Yanqi Zhou, Yifeng Lu, Zhifeng Chen

arxiv:2306.00008 v2 · 2023-05-29 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LJ7RWJ2MFDSZB6D3DIY36SSAGQ}

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

Crown, Frame, Reverse: Layer-Wise Scaling Variants for LLM Pre-Training

Receipt and verification

First computed	2026-07-05T08:11:53.079515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a7f1b274c28e590f87b1a31bf4a4034184fd1f63057914630567b4196e307bf

Aliases

arxiv: 2306.00008 · arxiv_version: 2306.00008v2 · doi: 10.48550/arxiv.2306.00008 · pith_short_12: LJ7RWJ2MFDSZ · pith_short_16: LJ7RWJ2MFDSZB6D3 · pith_short_8: LJ7RWJ2M

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/LJ7RWJ2MFDSZB6D3DIY36SSAGQ \
  | 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: 5a7f1b274c28e590f87b1a31bf4a4034184fd1f63057914630567b4196e307bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46b2ceba45918f9ac4afd19d6883f6e48cff52467466b715511237ce130ef93c",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-29T18:42:01Z",
    "title_canon_sha256": "785d109acf1d3053fa787413cc65c12fa2056f47481b7c0438fa1af9cebdbea5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00008",
    "kind": "arxiv",
    "version": 2
  }
}