Pith Number

pith:AMSFIQPO

pith:2018:AMSFIQPOBV6V52NGUO2YA23JW5

not attested not anchored not stored refs pending

A Moral Framework for Understanding of Fair ML through Economic Models of Equality of Opportunity

Andreas Krause, Hoda Heidari, Krishna P. Gummadi, Michele Loi

arxiv:1809.03400 v2 · 2018-09-10 · cs.LG · econ.TH · 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{AMSFIQPOBV6V52NGUO2YA23JW5}

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	2026-05-17T23:59:49.892527Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03245441ee0d7d5ee9a6a3b5806b69b7577efadd0fb3c429bdeedc1e3f962d3e

Aliases

arxiv: 1809.03400 · arxiv_version: 1809.03400v2 · doi: 10.48550/arxiv.1809.03400 · pith_short_12: AMSFIQPOBV6V · pith_short_16: AMSFIQPOBV6V52NG · pith_short_8: AMSFIQPO

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/AMSFIQPOBV6V52NGUO2YA23JW5 \
  | 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: 03245441ee0d7d5ee9a6a3b5806b69b7577efadd0fb3c429bdeedc1e3f962d3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e69e72eea75826ce09ea22acc363fa67309be6298da7af7bf83b1f47134a85cc",
    "cross_cats_sorted": [
      "econ.TH",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-10T15:33:51Z",
    "title_canon_sha256": "bedf798744ee02c68f58a5fc9169bc9e0f95df56a71b44e28abac8263dce4b05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.03400",
    "kind": "arxiv",
    "version": 2
  }
}