Pith Number

pith:HVHZ6IQK

pith:2025:HVHZ6IQK7D3MJKLN3QDUH6PRO4

not attested not anchored not stored refs pending

Good Enough to Learn: LLM-based Anomaly Detection in ECU Logs without Reliable Labels

Arina Cazacu, Bogdan Bogdan, Laura Vasilie

arxiv:2507.01077 v1 · 2025-07-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HVHZ6IQK7D3MJKLN3QDUH6PRO4}

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

2 papers in Pith

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

Receipt and verification

First computed	2026-07-05T11:30:24.806827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d4f9f220af8f6c4a96ddc0743f9f177381e5d189f3150457ccc568187b684bb

Aliases

arxiv: 2507.01077 · arxiv_version: 2507.01077v1 · doi: 10.48550/arxiv.2507.01077 · pith_short_12: HVHZ6IQK7D3M · pith_short_16: HVHZ6IQK7D3MJKLN · pith_short_8: HVHZ6IQK

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/HVHZ6IQK7D3MJKLN3QDUH6PRO4 \
  | 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: 3d4f9f220af8f6c4a96ddc0743f9f177381e5d189f3150457ccc568187b684bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e8d20bda37651b4a1217941275772226139aa2a3f0169f44017dea54abf6ef6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-01T14:56:09Z",
    "title_canon_sha256": "cd21ba2d5311ba32d8af881e3bee5002e2083a89ea3ebeba7ac721f3392441e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.01077",
    "kind": "arxiv",
    "version": 1
  }
}