Pith Number

pith:4JTQXYO5

pith:2025:4JTQXYO5IO7HWU2TZSZN4PBKJP

not attested not anchored not stored refs pending

AnomalyGen: An Automated Semantic Log Sequence Generation Framework with LLM for Anomaly Detection

Chenxi Mao, Dan Li, Shiwen Shan, Xinyu Li, Yingtong Huo, Yuxin Su, Zibin Zheng

arxiv:2504.12250 v1 · 2025-04-16 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4JTQXYO5IO7HWU2TZSZN4PBKJP}

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.

Cited by

3 papers in Pith

LLM4Log: A Systematic Review of Large Language Model-based Log Analysis

Fine-Tuning Small Language Models for Solution-Oriented Windows Event Log Analysis

Receipt and verification

First computed	2026-07-05T10:50:04.883137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2670be1dd43be7b5353ccb2de3c2a4bf57ba9d09950ff4db59433cde3ab3485

Aliases

arxiv: 2504.12250 · arxiv_version: 2504.12250v1 · doi: 10.48550/arxiv.2504.12250 · pith_short_12: 4JTQXYO5IO7H · pith_short_16: 4JTQXYO5IO7HWU2T · pith_short_8: 4JTQXYO5

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/4JTQXYO5IO7HWU2TZSZN4PBKJP \
  | 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: e2670be1dd43be7b5353ccb2de3c2a4bf57ba9d09950ff4db59433cde3ab3485

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e060426fda6a3669d8df3f6f1af1b8f0a3f497e5243f1a328d8c860efc0e2d56",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-04-16T16:54:38Z",
    "title_canon_sha256": "fc465d532f7e2d68329923a420c4c2d3676f1d1bb3e2aa858e3c634fd72213f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12250",
    "kind": "arxiv",
    "version": 1
  }
}