Pith Number

pith:U44B4QRI

pith:2025:U44B4QRIIU6A4CKRAGSQDE7VIE

not attested not anchored not stored refs pending

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation

Gabriela Wilson, Grayson W. Armstrong, Hao Zheng, Lucy Q. Shen, Md Zubair, Xingquan Zhu, Yu Tian

arxiv:2510.07328 v2 · 2025-09-30 · cs.LG · cs.AI · cs.CV · 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{U44B4QRIIU6A4CKRAGSQDE7VIE}

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	2026-07-10T01:18:55.858962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7381e4228453c0e095101a50193f54105a8fd8894d663d36cf4b707f873ddda

Aliases

arxiv: 2510.07328 · arxiv_version: 2510.07328v2 · doi: 10.48550/arxiv.2510.07328 · pith_short_12: U44B4QRIIU6A · pith_short_16: U44B4QRIIU6A4CKR · pith_short_8: U44B4QRI

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/U44B4QRIIU6A4CKRAGSQDE7VIE \
  | 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: a7381e4228453c0e095101a50193f54105a8fd8894d663d36cf4b707f873ddda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15128b90741e72301d43296654676f82787ba5cc050901f8b09f26a7dceedf5d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-30T20:30:12Z",
    "title_canon_sha256": "b1154310628c65281832a0c9eb8e3420c5f6be92e98b8fc9cb2bda1c5788b70a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.07328",
    "kind": "arxiv",
    "version": 2
  }
}