Pith Number

pith:53ERDGFK

pith:2024:53ERDGFKV7BODZ2GLGVRNYYIV7

not attested not anchored not stored refs pending

The Fragility of Fairness: Causal Sensitivity Analysis for Fair Machine Learning

Jake Fawkes, Mel Andrews, Nic Fishman, Zachary C. Lipton

arxiv:2410.09600 v2 · 2024-10-12 · 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{53ERDGFKV7BODZ2GLGVRNYYIV7}

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	2026-07-05T09:20:49.539903Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eec91198aaafc2e1e74659ab16e308affd210519801916dbaa5fcece60ff19eb

Aliases

arxiv: 2410.09600 · arxiv_version: 2410.09600v2 · doi: 10.48550/arxiv.2410.09600 · pith_short_12: 53ERDGFKV7BO · pith_short_16: 53ERDGFKV7BODZ2G · pith_short_8: 53ERDGFK

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/53ERDGFKV7BODZ2GLGVRNYYIV7 \
  | 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: eec91198aaafc2e1e74659ab16e308affd210519801916dbaa5fcece60ff19eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bac5fc0e15b642c622ad1d2d296ec15b84a9023d95f4999547075770534ded46",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-12T17:28:49Z",
    "title_canon_sha256": "946b9f0123606ccbd186fe3b1aa7d99cc0da25f6f8b560cfe02af55a78631772"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09600",
    "kind": "arxiv",
    "version": 2
  }
}