Pith Number

pith:FWPECXTX

pith:2019:FWPECXTXVJISALNJPMX3BB3ATK

not attested not anchored not stored refs pending

Understanding and Improving Layer Normalization

Guangxiang Zhao, Jingjing Xu, Junyang Lin, Xu Sun, Zhiyuan Zhang

arxiv:1911.07013 v1 · 2019-11-16 · cs.LG · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FWPECXTXVJISALNJPMX3BB3ATK}

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

BRICKS: Compositional Neural Markov Kernels for Zero-Shot Radiation-Matter Simulation

Parcae: Scaling Laws For Stable Looped Language Models

Receipt and verification

First computed	2026-07-05T00:20:03.056175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d9e415e77aa51202da97b2fb087609a92191dd1a3d36c96999ce0947263549c

Aliases

arxiv: 1911.07013 · arxiv_version: 1911.07013v1 · doi: 10.48550/arxiv.1911.07013 · pith_short_12: FWPECXTXVJIS · pith_short_16: FWPECXTXVJISALNJ · pith_short_8: FWPECXTX

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/FWPECXTXVJISALNJPMX3BB3ATK \
  | 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: 2d9e415e77aa51202da97b2fb087609a92191dd1a3d36c96999ce0947263549c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7f6383c409c0a763b530f9ba682d7d5aac2123c382a0b726d8575f439b24376",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-16T11:00:16Z",
    "title_canon_sha256": "1bdf3e3d6d38899e5d2d8f35a63b972c3891436b5958f104bba1b196548c3f2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.07013",
    "kind": "arxiv",
    "version": 1
  }
}