Pith Number

pith:AHVBAPT5

pith:2025:AHVBAPT54NHDF3HCVCPMPZGYJM

not attested not anchored not stored refs pending

Graph Neural Network and Transformer Integration for Unsupervised System Anomaly Discovery

Ming Gong, Nia Qi, Yingnan Deng, Yujun Zou, Yun Zi, Zhihao Xue

arxiv:2508.09401 v1 · 2025-08-13 · cs.LG

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\usepackage{pith}
\pithnumber{AHVBAPT54NHDF3HCVCPMPZGYJM}

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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

Topology-Aware Graph Reinforcement Learning for Dynamic Routing in Cloud Networks

Receipt and verification

First computed	2026-07-05T11:53:14.108192Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01ea103e7de34e32ece2a89ec7e4d84b2eb75a4ba76607b89094a4a5dcf5d0fa

Aliases

arxiv: 2508.09401 · arxiv_version: 2508.09401v1 · doi: 10.48550/arxiv.2508.09401 · pith_short_12: AHVBAPT54NHD · pith_short_16: AHVBAPT54NHDF3HC · pith_short_8: AHVBAPT5

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/AHVBAPT54NHDF3HCVCPMPZGYJM \
  | 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: 01ea103e7de34e32ece2a89ec7e4d84b2eb75a4ba76607b89094a4a5dcf5d0fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51e9f2abba9aa54ffd022ec53098ffaf7499ac76f8e09365ca89e37c9efefeeb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-13T00:35:58Z",
    "title_canon_sha256": "2e361d0dcd7fb624b87e54fc30530db32d6a5bbf8ed1fa3936a8a78c2541f453"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09401",
    "kind": "arxiv",
    "version": 1
  }
}