Pith Number

pith:POO554B2

pith:2020:POO554B2YLI2D565EBQBVXOHFA

not attested not anchored not stored refs pending

AutonoML: Towards an Integrated Framework for Autonomous Machine Learning

Bogdan Gabrys, David Jacob Kedziora, Katarzyna Musial

arxiv:2012.12600 v2 · 2020-12-23 · 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{POO554B2YLI2D565EBQBVXOHFA}

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

Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Receipt and verification

First computed	2026-07-05T04:09:13.180609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b9ddef03ac2d1a1f7dd20601addc7282bcb442e876a2f9a3dca016504b5e856

Aliases

arxiv: 2012.12600 · arxiv_version: 2012.12600v2 · doi: 10.48550/arxiv.2012.12600 · pith_short_12: POO554B2YLI2 · pith_short_16: POO554B2YLI2D565 · pith_short_8: POO554B2

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/POO554B2YLI2D565EBQBVXOHFA \
  | 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: 7b9ddef03ac2d1a1f7dd20601addc7282bcb442e876a2f9a3dca016504b5e856

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62b3c967b57e996b0ed952374ee0fdf9ccd66d94c414b50a7a5fe5a8fc9ce578",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-23T11:01:10Z",
    "title_canon_sha256": "66f115fa9a37aabcb14ae06e930ae1824de22d91b59d49bcc73ff28944ceb68f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.12600",
    "kind": "arxiv",
    "version": 2
  }
}