Pith Number

pith:GI424IC7

pith:2019:GI424IC7KGGZPJZG5ZAY2VTGWO

not attested not anchored not stored refs pending

AMAD: Adversarial Multiscale Anomaly Detection on High-Dimensional and Time-Evolving Categorical Data

Chi Ma, Hang Xiang, Hongsong Li, Kai Sun, Lin Guo, Xiao Ma, Xiaoqiang Zhu, Xiaozhong Liu, Zheng Gao

arxiv:1907.06582 v1 · 2019-07-12 · 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{GI424IC7KGGZPJZG5ZAY2VTGWO}

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	2026-05-17T23:40:37.361908Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3239ae205f518d97a726ee418d5666b390104f39ab3ef93547218fe7b51b00f9

Aliases

arxiv: 1907.06582 · arxiv_version: 1907.06582v1 · doi: 10.48550/arxiv.1907.06582 · pith_short_12: GI424IC7KGGZ · pith_short_16: GI424IC7KGGZPJZG · pith_short_8: GI424IC7

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/GI424IC7KGGZPJZG5ZAY2VTGWO \
  | 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: 3239ae205f518d97a726ee418d5666b390104f39ab3ef93547218fe7b51b00f9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "127572d771e605389d85974457b4420a9f623cd6b0ea7b9cfc904ff15a1d8667",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-12T05:51:33Z",
    "title_canon_sha256": "82b26e49b036eaa886ede126737b8e962753cf66e6cf99c85822f575ef039cd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.06582",
    "kind": "arxiv",
    "version": 1
  }
}