Pith Number

pith:AWNAJSMF

pith:2022:AWNAJSMFGMYN4CFXDN5VPMOTPN

not attested not anchored not stored refs pending

How Robust is your Fair Model? Exploring the Robustness of Diverse Fairness Strategies

Edward Small, Flora Salim, Jeffrey Chan, Kacper Sokol, Peihan Liu, Wei Shao, Zeliang Zhang

arxiv:2207.04581 v4 · 2022-07-11 · 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{AWNAJSMFGMYN4CFXDN5VPMOTPN}

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	2026-07-05T08:25:47.391585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

059a04c9853330de08b71b7b57b1d37b593d205765957b7a11ab557238ff5920

Aliases

arxiv: 2207.04581 · arxiv_version: 2207.04581v4 · doi: 10.48550/arxiv.2207.04581 · pith_short_12: AWNAJSMFGMYN · pith_short_16: AWNAJSMFGMYN4CFX · pith_short_8: AWNAJSMF

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/AWNAJSMFGMYN4CFXDN5VPMOTPN \
  | 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: 059a04c9853330de08b71b7b57b1d37b593d205765957b7a11ab557238ff5920

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dd466a0514cb003a2b49c7ccab96430581cdaa92a56d9acd7a18db71753d3df",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-11T01:54:47Z",
    "title_canon_sha256": "596f379af0b67ff7d35d5ae64f6712a71a5d0b1068bae8c5f00719a97a457421"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.04581",
    "kind": "arxiv",
    "version": 4
  }
}