Pith Number

pith:RM4O64C7

pith:2023:RM4O64C7ZFYHCCPONF6X2CG7TN

not attested not anchored not stored refs pending

Can Fairness be Automated? Guidelines and Opportunities for Fairness-aware AutoML

Bernd Bischl, Edward Bergman, Florian Pfisterer, Frank Hutter, Hilde Weerts, Joaquin Vanschoren, Katharina Eggensperger, Matthias Feurer, Mykola Pechenizkiy, Noor Awad

arxiv:2303.08485 v2 · 2023-03-15 · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RM4O64C7ZFYHCCPONF6X2CG7TN}

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	2026-07-05T07:47:01.205222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b38ef705fc9707109ee697d7d08df9b44953f0543d4a1fade6480ed016e27d0

Aliases

arxiv: 2303.08485 · arxiv_version: 2303.08485v2 · doi: 10.48550/arxiv.2303.08485 · pith_short_12: RM4O64C7ZFYH · pith_short_16: RM4O64C7ZFYHCCPO · pith_short_8: RM4O64C7

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/RM4O64C7ZFYHCCPONF6X2CG7TN \
  | 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: 8b38ef705fc9707109ee697d7d08df9b44953f0543d4a1fade6480ed016e27d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4627d733affc748758aebc0d7753181341af157caff7872c11d7076c41129887",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-03-15T09:40:08Z",
    "title_canon_sha256": "b7a83d4cf0011c4b7d4db82780c776dd5000a10e58137484eb96cbe9d8a71672"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08485",
    "kind": "arxiv",
    "version": 2
  }
}