Pith Number

pith:J2OQDZFS

pith:2018:J2OQDZFSOM6532JY5LEKNRCEHB

not attested not anchored not stored refs pending

Generalized Batch Normalization: Towards Accelerating Deep Neural Networks

Matthew Norton, Xiaolin Li, Xiaoyong Yuan, Zheng Feng

arxiv:1812.03271 v1 · 2018-12-08 · cs.LG · 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{J2OQDZFSOM6532JY5LEKNRCEHB}

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.

Receipt and verification

First computed	2026-05-17T23:58:46.695657Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e9d01e4b2733ddde938eac8a6c44438505b3ff7620c7bdc993f603abf76bb78

Aliases

arxiv: 1812.03271 · arxiv_version: 1812.03271v1 · doi: 10.48550/arxiv.1812.03271 · pith_short_12: J2OQDZFSOM65 · pith_short_16: J2OQDZFSOM6532JY · pith_short_8: J2OQDZFS

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/J2OQDZFSOM6532JY5LEKNRCEHB \
  | 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: 4e9d01e4b2733ddde938eac8a6c44438505b3ff7620c7bdc993f603abf76bb78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d3567202ecdfb3246369f4a67535f4518ac896fcd5d2c1968386fd4720177f7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-08T06:53:48Z",
    "title_canon_sha256": "45b6231d558f9c667e428b02196fa8a93ad3c1f011a256448b5da743a6837fb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.03271",
    "kind": "arxiv",
    "version": 1
  }
}