Pith Number

pith:MZFLF22B

pith:2025:MZFLF22BL44WUK6RUE24I554PL

not attested not anchored not stored refs pending

Improving Fairness in Graph Neural Networks via Counterfactual Debiasing

Chang Liu, Minglai Shao, Wenjun Wang, Yumeng Wang, Zengyi Wo

arxiv:2508.14683 v1 · 2025-08-20 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MZFLF22BL44WUK6RUE24I554PL}

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	2026-07-05T11:56:36.763248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

664ab2eb415f396a2bd1a135c477bc7af5cb41eb7f51f12dd3f1ec484d0ae1fa

Aliases

arxiv: 2508.14683 · arxiv_version: 2508.14683v1 · doi: 10.48550/arxiv.2508.14683 · pith_short_12: MZFLF22BL44W · pith_short_16: MZFLF22BL44WUK6R · pith_short_8: MZFLF22B

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/MZFLF22BL44WUK6RUE24I554PL \
  | 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: 664ab2eb415f396a2bd1a135c477bc7af5cb41eb7f51f12dd3f1ec484d0ae1fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de06dec8e884ac548462a513cb7ddfb7ba2a9d080ff3bcb9d4e83e16038bdde7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-20T12:59:05Z",
    "title_canon_sha256": "eb970d203b54f1cba5e08ab87139899e6560d27671dc020e2b4b9668d84df07f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.14683",
    "kind": "arxiv",
    "version": 1
  }
}