Pith Number

pith:YPEIRB4W

pith:2020:YPEIRB4W4ITAHNTUSABFUTMA2N

not attested not anchored not stored refs pending

Multivariate Time-series Anomaly Detection via Graph Attention Network

Bixiong Xu, Congrui Huang, Defu Cao, Hang Zhao, Jie Tong, Jing Bai, Juanyong Duan, Qi Zhang, Yujing Wang, Yunhai Tong

arxiv:2009.02040 v1 · 2020-09-04 · 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{YPEIRB4W4ITAHNTUSABFUTMA2N}

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	2026-07-05T01:33:02.656452Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3c8888796e22603b67490025a4d80d3456e7c5b60e7a34e99e9a48a9d04c3d1

Aliases

arxiv: 2009.02040 · arxiv_version: 2009.02040v1 · doi: 10.48550/arxiv.2009.02040 · pith_short_12: YPEIRB4W4ITA · pith_short_16: YPEIRB4W4ITAHNTU · pith_short_8: YPEIRB4W

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/YPEIRB4W4ITAHNTUSABFUTMA2N \
  | 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: c3c8888796e22603b67490025a4d80d3456e7c5b60e7a34e99e9a48a9d04c3d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b89bdd551ff8f8a1cd4d7ddb70f754f59cc673b718bb1058bbbd648592c36ef",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-04T07:46:19Z",
    "title_canon_sha256": "372f88caa530a23694d899997683b36e77178e9b96f868dfd9f2b2638ed63400"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.02040",
    "kind": "arxiv",
    "version": 1
  }
}