Pith Number

pith:LGMKK75W

pith:2024:LGMKK75W7MLNBQRHBRCGGWTAGC

not attested not anchored not stored refs pending

Enhancing Data Quality in Federated Fine-Tuning of Foundation Models

Nicholas Donald Lane, Siheng Chen, Wanru Zhao, Yanfeng Wang, Yaxin Du

arxiv:2403.04529 v1 · 2024-03-07 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LGMKK75W7MLNBQRHBRCGGWTAGC}

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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.

Cited by

1 paper in Pith

MIRA: Mid-training Rubric Anchoring for Source-Aware Data Selection

Receipt and verification

First computed	2026-07-05T07:53:24.651819Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5998a57fb6fb16d0c2270c44635a603083b12bed9dc5bdece6e7f6c795a540e9

Aliases

arxiv: 2403.04529 · arxiv_version: 2403.04529v1 · doi: 10.48550/arxiv.2403.04529 · pith_short_12: LGMKK75W7MLN · pith_short_16: LGMKK75W7MLNBQRH · pith_short_8: LGMKK75W

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/LGMKK75W7MLNBQRHBRCGGWTAGC \
  | 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: 5998a57fb6fb16d0c2270c44635a603083b12bed9dc5bdece6e7f6c795a540e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "356213c529a3189d7c6e9ca875ae27bbfc8d0d97e36df4c1b80888e99733cc6e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-07T14:28:04Z",
    "title_canon_sha256": "0c353c928f12892f67cb3c06c226f59c60f384819a900e908cca52bec54cd455"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04529",
    "kind": "arxiv",
    "version": 1
  }
}