Pith Number

pith:2ZVBQWVX

pith:2022:2ZVBQWVXEKJSJBK47GWD6SO5LN

not attested not anchored not stored refs pending

Provable Fairness for Neural Network Models using Formal Verification

Giorgian Borca-Tasciuc, Stanley Bak, Steven Skiena, Xingzhi Guo

arxiv:2212.08578 v1 · 2022-12-16 · cs.LG · 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{2ZVBQWVXEKJSJBK47GWD6SO5LN}

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

Justified Evidence Collection for Argument-based AI Fairness Assurance

Receipt and verification

First computed	2026-07-05T05:25:59.101325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d66a185ab7229324855cf9ac3f49dd5b59a94d4ba17c73b95805207e7a3afbb5

Aliases

arxiv: 2212.08578 · arxiv_version: 2212.08578v1 · doi: 10.48550/arxiv.2212.08578 · pith_short_12: 2ZVBQWVXEKJS · pith_short_16: 2ZVBQWVXEKJSJBK4 · pith_short_8: 2ZVBQWVX

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/2ZVBQWVXEKJSJBK47GWD6SO5LN \
  | 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: d66a185ab7229324855cf9ac3f49dd5b59a94d4ba17c73b95805207e7a3afbb5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45301bd4d416e9f564492ab6b7a0c3118ff537ff52dd4768c4624f6101291bb0",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-16T16:54:37Z",
    "title_canon_sha256": "eedfdb17b58febd6d5217d049f098489e4f72d992bbf19f1bb7a11aa14d08002"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.08578",
    "kind": "arxiv",
    "version": 1
  }
}