Pith Number

pith:EYPKGGU7

pith:2023:EYPKGGU7TD3KD35UGSDTT2MQFI

not attested not anchored not stored refs pending

EdgeConvFormer: Dynamic Graph CNN and Transformer based Anomaly Detection in Multivariate Time Series

Bradley Ezard, Jie Liu, Ling Li, Qilin Li, Senjian An

arxiv:2312.01729 v1 · 2023-12-04 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EYPKGGU7TD3KD35UGSDTT2MQFI}

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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

Artificial Intelligence-Based Multiscale Temporal Modeling for Anomaly Detection in Cloud Services

Receipt and verification

First computed	2026-07-05T07:19:58.811972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

261ea31a9f98f6a1efb4348739e9902a2b01c1dbf4aae2ede338f17ba761df9a

Aliases

arxiv: 2312.01729 · arxiv_version: 2312.01729v1 · doi: 10.48550/arxiv.2312.01729 · pith_short_12: EYPKGGU7TD3K · pith_short_16: EYPKGGU7TD3KD35U · pith_short_8: EYPKGGU7

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/EYPKGGU7TD3KD35UGSDTT2MQFI \
  | 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: 261ea31a9f98f6a1efb4348739e9902a2b01c1dbf4aae2ede338f17ba761df9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f4ae33bc9a742a16b3fb19296f5bae72b681393fb897cd058070d464e8b8f35",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-04T08:38:54Z",
    "title_canon_sha256": "76286a91405b25a7646509f369b4d26165bd0e612ca835816f29db192e24279c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.01729",
    "kind": "arxiv",
    "version": 1
  }
}