Pith Number

pith:M2FTJ4C4

pith:2019:M2FTJ4C4M5ODTAQ37SW4P6DLHZ

not attested not anchored not stored refs pending

Benchmark and Survey of Automated Machine Learning Frameworks

Marc-Andr\'e Z\"oller, Marco F. Huber

arxiv:1904.12054 v5 · 2019-04-26 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M2FTJ4C4M5ODTAQ37SW4P6DLHZ}

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

Automated Architecture Design for Deep Neural Networks

Receipt and verification

First computed	2026-07-05T02:09:34.550556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

668b34f05c675c39821bfcadc7f86b3e64f028b2d89186baa51b03dd40b58342

Aliases

arxiv: 1904.12054 · arxiv_version: 1904.12054v5 · doi: 10.48550/arxiv.1904.12054 · pith_short_12: M2FTJ4C4M5OD · pith_short_16: M2FTJ4C4M5ODTAQ3 · pith_short_8: M2FTJ4C4

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/M2FTJ4C4M5ODTAQ37SW4P6DLHZ \
  | 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: 668b34f05c675c39821bfcadc7f86b3e64f028b2d89186baa51b03dd40b58342

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2ab96b5feddcb4da7af89326dc1537d8e1bedfd835a5a4784a865b95709e43e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-26T21:42:56Z",
    "title_canon_sha256": "8e7e555b9c93d11b6b9a507143c8c9fd48fb745d12a8d3d8eda9a97bbfc9d21d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.12054",
    "kind": "arxiv",
    "version": 5
  }
}