Pith Number

pith:FOW5QRNB

pith:2021:FOW5QRNBUPV4JTCY22SVS3SQ2M

not attested not anchored not stored refs pending

How to avoid machine learning pitfalls: a guide for academic researchers

Michael A. Lones

arxiv:2108.02497 v5 · 2021-08-05 · 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{FOW5QRNBUPV4JTCY22SVS3SQ2M}

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

A prior-free blind detection of information leakage from model predictions

Towards a more realistic evaluation of machine learning models for bearing fault diagnosis

Receipt and verification

First computed	2026-07-05T09:00:33.995225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2badd845a1a3ebc4cc58d6a5596e50d31fff51fe7aece1bdfa517d0032a17f2f

Aliases

arxiv: 2108.02497 · arxiv_version: 2108.02497v5 · doi: 10.48550/arxiv.2108.02497 · pith_short_12: FOW5QRNBUPV4 · pith_short_16: FOW5QRNBUPV4JTCY · pith_short_8: FOW5QRNB

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/FOW5QRNBUPV4JTCY22SVS3SQ2M \
  | 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: 2badd845a1a3ebc4cc58d6a5596e50d31fff51fe7aece1bdfa517d0032a17f2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40c60f650bc1cc1eadcab0ceb0346f91b9af38e0e289f33e352173af672aa2ae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-05T10:15:17Z",
    "title_canon_sha256": "2f7eb3bf59a5c6ad24611ef6d7f87feaf9ccd4ad1040c657b6e7058948778c39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.02497",
    "kind": "arxiv",
    "version": 5
  }
}