Pith Number

pith:534DUT5H

pith:2020:534DUT5H5RD5V6H7Y7BZ5NH7A6

not attested not anchored not stored refs pending

A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications

Dacheng Tao, Jie Gui, Jieping Ye, Yonggang Wen, Zhenan Sun

arxiv:2001.06937 v1 · 2020-01-20 · 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{534DUT5H5RD5V6H7Y7BZ5NH7A6}

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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

1 paper in Pith

Improving GANs by leveraging the quantum noise from real hardware

Receipt and verification

First computed	2026-07-05T00:34:25.976513Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eef83a4fa7ec47daf8ffc7c39eb4ff07bf4d530058c65df04f7435db876b8032

Aliases

arxiv: 2001.06937 · arxiv_version: 2001.06937v1 · doi: 10.48550/arxiv.2001.06937 · pith_short_12: 534DUT5H5RD5 · pith_short_16: 534DUT5H5RD5V6H7 · pith_short_8: 534DUT5H

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/534DUT5H5RD5V6H7Y7BZ5NH7A6 \
  | 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: eef83a4fa7ec47daf8ffc7c39eb4ff07bf4d530058c65df04f7435db876b8032

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3402a11209254aecfcf034eb0ad25363336f8361422dc84fbb7d1ada92515b8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-20T01:52:05Z",
    "title_canon_sha256": "bc0e4f065582c7691c4fa7afa9e1fee38184eb4fd8f19ec15e356541da7257bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.06937",
    "kind": "arxiv",
    "version": 1
  }
}