Pith Number

pith:RNS4PYDI

pith:2020:RNS4PYDIG5NPPM2AWENSD5XQXN

not attested not anchored not stored refs pending

Memory Augmented Generative Adversarial Networks for Anomaly Detection

Eric Darve, Iman Soltani Bozchalooi, Teng Zhang, Ziyi Yang

arxiv:2002.02669 v1 · 2020-02-07 · 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{RNS4PYDIG5NPPM2AWENSD5XQXN}

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	2026-07-05T00:38:57.836058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b65c7e068375af7b340b11b21f6f0bb459856e8b44c884ce9d284184a51e7a3

Aliases

arxiv: 2002.02669 · arxiv_version: 2002.02669v1 · doi: 10.48550/arxiv.2002.02669 · pith_short_12: RNS4PYDIG5NP · pith_short_16: RNS4PYDIG5NPPM2A · pith_short_8: RNS4PYDI

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/RNS4PYDIG5NPPM2AWENSD5XQXN \
  | 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: 8b65c7e068375af7b340b11b21f6f0bb459856e8b44c884ce9d284184a51e7a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63fa23d93104c35a528160c0ae853524fdda20ca39b2e4fe8459cb77ebe66e8d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-07T08:46:26Z",
    "title_canon_sha256": "d13a69672b6f0735a86a360951dc253a9fc90ad51f8ca2f7690cd7945a801aac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02669",
    "kind": "arxiv",
    "version": 1
  }
}