Pith Number

pith:TPPZ2ZBM

pith:2018:TPPZ2ZBMMITMPLV5CIEHJNYLGO

not attested not anchored not stored refs pending

A Large-Scale Study on Regularization and Normalization in GANs

Karol Kurach, Marcin Michalski, Mario Lucic, Sylvain Gelly, Xiaohua Zhai

arxiv:1807.04720 v3 · 2018-07-12 · 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{TPPZ2ZBMMITMPLV5CIEHJNYLGO}

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	2026-05-17T23:46:19.534743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bdf9d642c6226c7aebd120874b70b3393ecb8cf503a9a47a3a09fe599faf75b

Aliases

arxiv: 1807.04720 · arxiv_version: 1807.04720v3 · doi: 10.48550/arxiv.1807.04720 · pith_short_12: TPPZ2ZBMMITM · pith_short_16: TPPZ2ZBMMITMPLV5 · pith_short_8: TPPZ2ZBM

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/TPPZ2ZBMMITMPLV5CIEHJNYLGO \
  | 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: 9bdf9d642c6226c7aebd120874b70b3393ecb8cf503a9a47a3a09fe599faf75b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "253cddbbecc8784fe993bdf1b3ec548334734ae5b6ad1147853d34888f0c2333",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-07-12T16:56:50Z",
    "title_canon_sha256": "e660239c42315e2c2c1d8019d51ee7f4cc66b7579d3e371ba7e3bed28c5ac595"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.04720",
    "kind": "arxiv",
    "version": 3
  }
}