Pith Number

pith:2HLYZVJD

pith:2025:2HLYZVJDJO5USWHLRXT6NU7YY7

not attested not anchored not stored refs pending

Machine Learning-Driven Anomaly Detection for 5G O-RAN Performance Metrics

Babak Azkaei, George Exarchakos, Kishor Chandra Joshi

arxiv:2509.03290 v1 · 2025-09-03 · cs.NI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2HLYZVJDJO5USWHLRXT6NU7YY7}

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	2026-07-05T12:04:19.907525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1d78cd5234bbb4958eb8de7e6d3f8c7d2e6ebbff694ef7a391d58dab9058a59

Aliases

arxiv: 2509.03290 · arxiv_version: 2509.03290v1 · doi: 10.48550/arxiv.2509.03290 · pith_short_12: 2HLYZVJDJO5U · pith_short_16: 2HLYZVJDJO5USWHL · pith_short_8: 2HLYZVJD

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/2HLYZVJDJO5USWHLRXT6NU7YY7 \
  | 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: d1d78cd5234bbb4958eb8de7e6d3f8c7d2e6ebbff694ef7a391d58dab9058a59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e94342583cf027d127ea537c5ba4c5922fa6a25a84703043495251fd93077798",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-09-03T13:18:41Z",
    "title_canon_sha256": "03642be132315fbec3ef5bb4169ed148ca0e8264b2bada051a928339ce60dd75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03290",
    "kind": "arxiv",
    "version": 1
  }
}