Pith Number

pith:HPIGG3NR

pith:2022:HPIGG3NRNXUUX3WZD5HMGVDTDY

not attested not anchored not stored refs pending

A Survey of Graph-based Deep Learning for Anomaly Detection in Distributed Systems

Armin Danesh Pazho, Arnab A Purkayastha, Ghazal Alinezhad Noghre, Hamed Tabkhi, Jagannadh Vempati, Otto Martin

arxiv:2206.04149 v2 · 2022-06-08 · 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{HPIGG3NRNXUUX3WZD5HMGVDTDY}

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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

Log-based vs Graph-based Approaches to Fault Diagnosis

Receipt and verification

First computed	2026-07-05T06:16:35.018457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3bd0636db16de94beed91f4ec354731e164f1ee3d020159b3c8b823c99cdca64

Aliases

arxiv: 2206.04149 · arxiv_version: 2206.04149v2 · doi: 10.48550/arxiv.2206.04149 · pith_short_12: HPIGG3NRNXUU · pith_short_16: HPIGG3NRNXUUX3WZ · pith_short_8: HPIGG3NR

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/HPIGG3NRNXUUX3WZD5HMGVDTDY \
  | 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: 3bd0636db16de94beed91f4ec354731e164f1ee3d020159b3c8b823c99cdca64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43074b05ae6bb4c0aa0202dce9922bb28e8c94d0bc7fd0fa22d22bff852784f7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-08T20:19:28Z",
    "title_canon_sha256": "da09f251a2459a91d9584d567342362c1dc1992332fba0cf5ab6cf8b157fecc8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.04149",
    "kind": "arxiv",
    "version": 2
  }
}