Pith Number

pith:6AZ2UMRZ

pith:2024:6AZ2UMRZB3KSJ6R54G2U5ISLS2

not attested not anchored not stored refs pending

Cloudy with a Chance of Anomalies: Dynamic Graph Neural Network for Early Detection of Cloud Services' User Anomalies

Amit Dvir, Chen Hajaj, Ran Dubin, Revital Marbel, Yanir Cohen

arxiv:2409.12726 v1 · 2024-09-19 · cs.NI · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6AZ2UMRZB3KSJ6R54G2U5ISLS2}

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	2026-07-05T09:09:11.403895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f033aa32390ed524fa3de1b54ea24b96afe560d8ffe8b702e17131465bc8550f

Aliases

arxiv: 2409.12726 · arxiv_version: 2409.12726v1 · doi: 10.48550/arxiv.2409.12726 · pith_short_12: 6AZ2UMRZB3KS · pith_short_16: 6AZ2UMRZB3KSJ6R5 · pith_short_8: 6AZ2UMRZ

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/6AZ2UMRZB3KSJ6R54G2U5ISLS2 \
  | 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: f033aa32390ed524fa3de1b54ea24b96afe560d8ffe8b702e17131465bc8550f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af34e0f636b73d299993ec802d20e1f2abd5591343565b6d9e1b7cd91917ba3e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-09-19T12:50:31Z",
    "title_canon_sha256": "4a6008cb9d9e11c34f013e00f9725f405347cfd9ab04b37f3f3f7d81da1ece03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12726",
    "kind": "arxiv",
    "version": 1
  }
}