Pith Number

pith:TRM2QUXO

pith:2019:TRM2QUXOZ5WAYG6UIWRUT6IOPV

not attested not anchored not stored refs pending

Scale Calibrated Training: Improving Generalization of Deep Networks via Scale-Specific Normalization

Aojun Zhou, Ping Luo, Xiaohan Zhang, Yudian Li, Yukun Ma, Zhuoran Yu

arxiv:1909.00182 v2 · 2019-08-31 · cs.CV · 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{TRM2QUXOZ5WAYG6UIWRUT6IOPV}

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	2026-07-05T01:33:17.626157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c59a852eecf6c0c1bd445a349f90e7d75b262560489214f91998e4c674faaf4

Aliases

arxiv: 1909.00182 · arxiv_version: 1909.00182v2 · doi: 10.48550/arxiv.1909.00182 · pith_short_12: TRM2QUXOZ5WA · pith_short_16: TRM2QUXOZ5WAYG6U · pith_short_8: TRM2QUXO

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/TRM2QUXOZ5WAYG6UIWRUT6IOPV \
  | 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: 9c59a852eecf6c0c1bd445a349f90e7d75b262560489214f91998e4c674faaf4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ec630a1b7471824416aa1da2e4feb35e7bc78b211573cd5ebc22442080433b6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-08-31T10:01:37Z",
    "title_canon_sha256": "0f209b2ed0f8bcb12f35b2fbb76c0fe76409b743b9b90d6e369cd0ffb359a779"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.00182",
    "kind": "arxiv",
    "version": 2
  }
}