Pith Number

pith:5LTU4IJG

pith:2024:5LTU4IJGZPR33EXQY5ZEEBDUVN

not attested not anchored not stored refs pending

The Benefits and Risks of Transductive Approaches for AI Fairness

Andreas Kirsch, Muhammed Razzak, Yarin Gal

arxiv:2406.12011 v1 · 2024-06-17 · 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{5LTU4IJGZPR33EXQY5ZEEBDUVN}

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	2026-07-05T08:33:04.881859Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eae74e2126cbe3bd92f0c772420474ab6aa489c6ed448b2a1d4d161c8d78387a

Aliases

arxiv: 2406.12011 · arxiv_version: 2406.12011v1 · doi: 10.48550/arxiv.2406.12011 · pith_short_12: 5LTU4IJGZPR3 · pith_short_16: 5LTU4IJGZPR33EXQ · pith_short_8: 5LTU4IJG

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/5LTU4IJGZPR33EXQY5ZEEBDUVN \
  | 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: eae74e2126cbe3bd92f0c772420474ab6aa489c6ed448b2a1d4d161c8d78387a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fe573583d3959dd1c2278ec92fc65e23c82df12535e13ef796c943412718230",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-17T18:29:49Z",
    "title_canon_sha256": "00db2af47886a97941e853933cb46918a39a08e688162253dc2da918f154bb69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12011",
    "kind": "arxiv",
    "version": 1
  }
}