Pith Number

pith:HGAOEBEN

pith:2025:HGAOEBENLL7HB34QIJL6BESVOV

not attested not anchored not stored refs pending

You Don't Need All Attentions: Distributed Dynamic Fine-Tuning for Foundation Models

Giuseppe Ateniese, Lan Zhang, Shiwei Ding, Xiaoyong Yuan, Zhenlin Wang

arxiv:2504.12471 v1 · 2025-04-16 · cs.LG · cs.DC · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HGAOEBENLL7HB34QIJL6BESVOV}

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	2026-07-05T10:50:16.939694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3980e2048d5afe70ef904257e0925575696551788c08749bcbd362b09f0c205c

Aliases

arxiv: 2504.12471 · arxiv_version: 2504.12471v1 · doi: 10.48550/arxiv.2504.12471 · pith_short_12: HGAOEBENLL7H · pith_short_16: HGAOEBENLL7HB34Q · pith_short_8: HGAOEBEN

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/HGAOEBENLL7HB34QIJL6BESVOV \
  | 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: 3980e2048d5afe70ef904257e0925575696551788c08749bcbd362b09f0c205c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b61a3a7bfe460791140ee7117a324c588dc52a48bdfb5805b9260fefd325928",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-16T20:18:15Z",
    "title_canon_sha256": "123c84381e27efd279ea7dcf71412c429586357c5cd8b871be00f670340b9e2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.12471",
    "kind": "arxiv",
    "version": 1
  }
}