Pith Number

pith:4QOZ43UA

pith:2024:4QOZ43UAPGBTR5QLCH5C3FGGBL

not attested not anchored not stored refs pending

What Information Contributes to Log-based Anomaly Detection? Insights from a Configurable Transformer-Based Approach

Foutse Khomh, Heng Li, Xingfang Wu

arxiv:2409.20503 v2 · 2024-09-30 · cs.SE · cs.AI · 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{4QOZ43UAPGBTR5QLCH5C3FGGBL}

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	2026-07-05T10:28:23.060193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e41d9e6e80798338f60b11fa2d94c60aee711f068ec51527e5d474a61ab340de

Aliases

arxiv: 2409.20503 · arxiv_version: 2409.20503v2 · doi: 10.48550/arxiv.2409.20503 · pith_short_12: 4QOZ43UAPGBT · pith_short_16: 4QOZ43UAPGBTR5QL · pith_short_8: 4QOZ43UA

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/4QOZ43UAPGBTR5QLCH5C3FGGBL \
  | 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: e41d9e6e80798338f60b11fa2d94c60aee711f068ec51527e5d474a61ab340de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3523ed5bbaa9f634ff850dd196b1151747cc8b02f594c4f70962956940cc4bcb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-30T17:03:13Z",
    "title_canon_sha256": "2108ad530256cff92828374f20c655721a68aa8d2d6de6beea18247d44845253"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.20503",
    "kind": "arxiv",
    "version": 2
  }
}