Pith Number

pith:UCDF7BQL

pith:2025:UCDF7BQLD3FVMNWG25N6X4B6AW

not attested not anchored not stored refs pending

Scaling Laws for Data-Efficient Visual Transfer Learning

Bo Yan, Chenxi Ma, Qingqu Wei, Weimin Tan, Wenxuan Yang

arxiv:2504.13219 v1 · 2025-04-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UCDF7BQLD3FVMNWG25N6X4B6AW}

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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

Predictable Scale: Part II, Farseer: A Refined Scaling Law in Large Language Models

Receipt and verification

First computed	2026-07-05T10:50:50.845895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0865f860b1ecb5636c6d75bebf03e05bd98ed0425a85a80c4ce659c5d1d8766

Aliases

arxiv: 2504.13219 · arxiv_version: 2504.13219v1 · doi: 10.48550/arxiv.2504.13219 · pith_short_12: UCDF7BQLD3FV · pith_short_16: UCDF7BQLD3FVMNWG · pith_short_8: UCDF7BQL

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/UCDF7BQLD3FVMNWG25N6X4B6AW \
  | 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: a0865f860b1ecb5636c6d75bebf03e05bd98ed0425a85a80c4ce659c5d1d8766

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2784537e061fc815edc329d3098409a53fd7dc9e454436ba435ac947a85e6367",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-17T07:01:01Z",
    "title_canon_sha256": "5bcbf3ecf2bbc1b6a9ce28e9299e97fa1afb9fd7dae62610ec723c5229c11ae7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13219",
    "kind": "arxiv",
    "version": 1
  }
}