Pith Number

pith:TUOB65OY

pith:2025:TUOB65OY4MUNECK2NIBXEIQPHV

not attested not anchored not stored refs pending

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models

Juntian Liu, Shuyang Ji, Xinhe Xu, Yihan Zhang, Yihong Jin, Ze Yang

arxiv:2504.17807 v1 · 2025-04-22 · cs.NI · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{TUOB65OY4MUNECK2NIBXEIQPHV}

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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

Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models

Receipt and verification

First computed	2026-07-05T10:53:56.310583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d1c1f75d8e328d2095a6a0372220f3d521aeca6d7ce4922098f835ff836e70a

Aliases

arxiv: 2504.17807 · arxiv_version: 2504.17807v1 · doi: 10.48550/arxiv.2504.17807 · pith_short_12: TUOB65OY4MUN · pith_short_16: TUOB65OY4MUNECK2 · pith_short_8: TUOB65OY

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/TUOB65OY4MUNECK2NIBXEIQPHV \
  | 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: 9d1c1f75d8e328d2095a6a0372220f3d521aeca6d7ce4922098f835ff836e70a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03aacfbe9744789dce754637045981dd96efd1f93b0705c8fad87cf971697244",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-04-22T07:42:07Z",
    "title_canon_sha256": "6133f88ac75af075363f041cc63affbc6cbee20f195d1d6c5d13ebcd00206d5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.17807",
    "kind": "arxiv",
    "version": 1
  }
}