Pith Number

pith:3SVRIF7R

pith:2026:3SVRIF7RSGZHQAQBZHG2DF5PYL

not attested not anchored not stored refs pending

Be Fair! Can Machine Learning Engineering Agents Adhere to Fairness Constraints?

Anna Richter, Julia Stoyanovich, Sebastian Schelter

arxiv:2606.04971 v1 · 2026-06-03 · cs.LG · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3SVRIF7RSGZHQAQBZHG2DF5PYL}

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	2026-06-04T01:09:58.936392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dcab1417f191b2780201c9cda197afc2cb9e26bee4d2a448c4c46a681872b412

Aliases

arxiv: 2606.04971 · arxiv_version: 2606.04971v1 · doi: 10.48550/arxiv.2606.04971 · pith_short_12: 3SVRIF7RSGZH · pith_short_16: 3SVRIF7RSGZHQAQB · pith_short_8: 3SVRIF7R

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/3SVRIF7RSGZHQAQBZHG2DF5PYL \
  | 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: dcab1417f191b2780201c9cda197afc2cb9e26bee4d2a448c4c46a681872b412

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f214f1632dab9f83eea4a6b5510d4b23f15e44e6753a4e98d2225cc90560d438",
    "cross_cats_sorted": [
      "cs.DB"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-03T14:52:49Z",
    "title_canon_sha256": "d8b27df911beeb3d964f1a8dac4e58a034b7767e990d5a73ee47762fb8ac7351"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.04971",
    "kind": "arxiv",
    "version": 1
  }
}