Pith Number

pith:DAZZRDN5

pith:2025:DAZZRDN5UARHGD4ZBMTGGJQI6H

not attested not anchored not stored refs pending

We Need to Rethink Benchmarking in Anomaly Detection

Daniel Schl\"or, Emmanuel M\"uller, Franz Rothlauf, Kevin Kammler, Philipp R\"ochner, Simon Kl\"uttermann

arxiv:2507.15584 v2 · 2025-07-21 · 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{DAZZRDN5UARHGD4ZBMTGGJQI6H}

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

MacrOData: New Benchmarks of Thousands of Datasets for Tabular Outlier Detection

Evaluating Tabular Representation Learning for Network Intrusion Detection

Receipt and verification

First computed	2026-06-19T16:12:46.849822Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1833988dbda022730f990b26632608f1f30113115a323f9e95346e47f1cb4aa1

Aliases

arxiv: 2507.15584 · arxiv_version: 2507.15584v2 · doi: 10.48550/arxiv.2507.15584 · pith_short_12: DAZZRDN5UARH · pith_short_16: DAZZRDN5UARHGD4Z · pith_short_8: DAZZRDN5

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/DAZZRDN5UARHGD4ZBMTGGJQI6H \
  | 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: 1833988dbda022730f990b26632608f1f30113115a323f9e95346e47f1cb4aa1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4ae0e4d108cd3680fb221db7dad00b9d09f73013f9f52955d1cefeb04cd4f4f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-21T13:02:49Z",
    "title_canon_sha256": "6577daee06eccd99582bb40a2cdbb21d59845b8457e98930851f618d85a0c20b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15584",
    "kind": "arxiv",
    "version": 2
  }
}