Pith Number

pith:IIUJ23DH

pith:2025:IIUJ23DHZQC2Q4SA72Y7UPB24L

not attested not anchored not stored refs pending

Improving the Scaling Laws of Synthetic Data with Deliberate Practice

Adriana Romero-Soriano, Elvis Dohmatob, Florian Bordes, Jakob Verbeek, Melissa Hall, Michal Drozdzal, Mohammad Pezeshki, Pietro Astolfi, Reyhane Askari-Hemmat

arxiv:2502.15588 v1 · 2025-02-21 · 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{IIUJ23DHZQC2Q4SA72Y7UPB24L}

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.

Cited by

2 papers in Pith

LiBaGS: Lightweight Boundary Gap Synthesis for Targeted Synthetic Data Selection

Receipt and verification

First computed	2026-07-05T10:18:03.964748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42289d6c67cc05a87240feb1fa3c3ae2ebd9a8a097a6d0677f1582889066839a

Aliases

arxiv: 2502.15588 · arxiv_version: 2502.15588v1 · doi: 10.48550/arxiv.2502.15588 · pith_short_12: IIUJ23DHZQC2 · pith_short_16: IIUJ23DHZQC2Q4SA · pith_short_8: IIUJ23DH

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/IIUJ23DHZQC2Q4SA72Y7UPB24L \
  | 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: 42289d6c67cc05a87240feb1fa3c3ae2ebd9a8a097a6d0677f1582889066839a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0e76b11036b682c5d3a6601368fb003e766d7ac34d6aa65e0bd6b4f079c4c214",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-21T16:56:15Z",
    "title_canon_sha256": "8780f8718c084967779c8b89b4e2b80d228b741974a847286c1573538d7e4b44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15588",
    "kind": "arxiv",
    "version": 1
  }
}