Pith Number

pith:ZWMAMD55

pith:2022:ZWMAMD55BDXGAT6JP3LQXS7T3N

not attested not anchored not stored refs pending

The Technological Emergence of AutoML: A Survey of Performant Software and Applications in the Context of Industry

Alexander Scriven, Bogdan Gabrys, David Jacob Kedziora, Katarzyna Musial

arxiv:2211.04148 v1 · 2022-11-08 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZWMAMD55BDXGAT6JP3LQXS7T3N}

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	2026-07-05T05:14:02.500505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd98060fbd08ee604fc97ed70bcbf3db457bbd5bf57692511514c0284088b1d8

Aliases

arxiv: 2211.04148 · arxiv_version: 2211.04148v1 · doi: 10.48550/arxiv.2211.04148 · pith_short_12: ZWMAMD55BDXG · pith_short_16: ZWMAMD55BDXGAT6J · pith_short_8: ZWMAMD55

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/ZWMAMD55BDXGAT6JP3LQXS7T3N \
  | 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: cd98060fbd08ee604fc97ed70bcbf3db457bbd5bf57692511514c0284088b1d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af5c55c10d5e36413b57624f24927b9a0ce76016f3400ce8686a26d0cfb256e0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-08T10:42:08Z",
    "title_canon_sha256": "83624d41ae6b93ccce76641327db6a983cb272b3be0612ac74df94ecf4e63e74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.04148",
    "kind": "arxiv",
    "version": 1
  }
}