Pith Number

pith:RAWXNO76

pith:2021:RAWXNO76EEC6PNJQMXFAMR77RL

not attested not anchored not stored refs pending

Anomaly Detection: How to Artificially Increase your F1-Score with a Biased Evaluation Protocol

Damien Fourure, Muhammad Usama Javaid, Nicolas Posocco, Simon Tihon

arxiv:2106.16020 v1 · 2021-06-30 · 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{RAWXNO76EEC6PNJQMXFAMR77RL}

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	2026-07-05T02:54:02.474334Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

882d76bbfe2105e7b53065ca0647ff8ade42ecc77bd514172f7bcf5d44b345c8

Aliases

arxiv: 2106.16020 · arxiv_version: 2106.16020v1 · doi: 10.48550/arxiv.2106.16020 · pith_short_12: RAWXNO76EEC6 · pith_short_16: RAWXNO76EEC6PNJQ · pith_short_8: RAWXNO76

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/RAWXNO76EEC6PNJQMXFAMR77RL \
  | 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: 882d76bbfe2105e7b53065ca0647ff8ade42ecc77bd514172f7bcf5d44b345c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b9b67d9f24fcd9b4db52f8f42a36bf05dc6169d7714b6701e60fe27e5a67cdb",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-30T12:36:01Z",
    "title_canon_sha256": "c2a96e164e83d836bfc99ef9f9dd5634c9ae99f2a2e15ddad03be8d5c042df0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.16020",
    "kind": "arxiv",
    "version": 1
  }
}