Pith Number

pith:WKSEWLTF

pith:2024:WKSEWLTFQESXNENZUD7DRJIX6A

not attested not anchored not stored refs pending

A Multivocal Literature Review on the Benefits and Limitations of Automated Machine Learning Tools

Fabio Calefato, Kelly Azevedo, Luigi Quaranta, Marcos Kalinowski

arxiv:2401.11366 v1 · 2024-01-21 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WKSEWLTFQESXNENZUD7DRJIX6A}

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

1 paper in Pith

Agentomics-ML: Autonomous Machine Learning Experimentation Agent for Genomic and Transcriptomic Data

Receipt and verification

First computed	2026-07-05T07:35:49.692976Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2a44b2e6581257691b9a0fe38a517f006f7900105ceb6366e81cd58cbf1928a

Aliases

arxiv: 2401.11366 · arxiv_version: 2401.11366v1 · doi: 10.48550/arxiv.2401.11366 · pith_short_12: WKSEWLTFQESX · pith_short_16: WKSEWLTFQESXNENZ · pith_short_8: WKSEWLTF

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/WKSEWLTFQESXNENZUD7DRJIX6A \
  | 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: b2a44b2e6581257691b9a0fe38a517f006f7900105ceb6366e81cd58cbf1928a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b133c205eef79d2833a6e47210188b6451c1dddeef49b0d14792253af565c322",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-01-21T01:39:39Z",
    "title_canon_sha256": "0c92fa597a62da7fc94998511778c0b0790999845c21d398bf4d8ae82b1ead38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.11366",
    "kind": "arxiv",
    "version": 1
  }
}