Pith Number

pith:4DGNQPJD

pith:2020:4DGNQPJD5SS2DQZWXRFPHDBACA

not attested not anchored not stored refs pending

GAN Ensemble for Anomaly Detection

Li-Ping Liu, Xiaohui Chen, Xu Han

arxiv:2012.07988 v1 · 2020-12-14 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4DGNQPJD5SS2DQZWXRFPHDBACA}

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	2026-07-05T02:48:58.967702Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0ccd83d23eca5a1c336bc4af38c20100a1490ff98411cbe507c50ca336d2b5d

Aliases

arxiv: 2012.07988 · arxiv_version: 2012.07988v1 · doi: 10.48550/arxiv.2012.07988 · pith_short_12: 4DGNQPJD5SS2 · pith_short_16: 4DGNQPJD5SS2DQZW · pith_short_8: 4DGNQPJD

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/4DGNQPJD5SS2DQZWXRFPHDBACA \
  | 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: e0ccd83d23eca5a1c336bc4af38c20100a1490ff98411cbe507c50ca336d2b5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14bf64c6fd49089c1887ffb1ded230feb9613622ca719ccb89a0e2bdc1bd32c2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-14T22:39:20Z",
    "title_canon_sha256": "bafcea5d7c72baebcfcbbb94516eb19c852cc64ccb6e2de55d640180904165ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.07988",
    "kind": "arxiv",
    "version": 1
  }
}