Pith Number

pith:VALQ2XGR

pith:2018:VALQ2XGREWHCVUSOOA632YTT4V

not attested not anchored not stored refs pending

GAN-EM: GAN based EM learning framework

Chenliang Xu, Jing Shi, Shaojie Wang, Wentian Zhao, Zhihuai Xie

arxiv:1812.00335 v1 · 2018-12-02 · 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{VALQ2XGREWHCVUSOOA632YTT4V}

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	2026-05-17T23:59:21.575341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8170d5cd1258e2ad24e703dbd6273e5504da028e7d2518f511d140d57bb46e3

Aliases

arxiv: 1812.00335 · arxiv_version: 1812.00335v1 · doi: 10.48550/arxiv.1812.00335 · pith_short_12: VALQ2XGREWHC · pith_short_16: VALQ2XGREWHCVUSO · pith_short_8: VALQ2XGR

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/VALQ2XGREWHCVUSOOA632YTT4V \
  | 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: a8170d5cd1258e2ad24e703dbd6273e5504da028e7d2518f511d140d57bb46e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "643fceeda2e82325b89d78230d0cf96bacf79f2ae0aec743de1a839c57bb4f78",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-02T06:04:59Z",
    "title_canon_sha256": "8be91a80e753ee6c0a78df8d416a16261aefa364d91688491d22aae9f8798560"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.00335",
    "kind": "arxiv",
    "version": 1
  }
}