Pith Number

pith:XYBBSEK3

pith:2024:XYBBSEK3SWSQM6HPCFMONCDLCQ

not attested not anchored not stored refs pending

Maximizing the Potential of Synthetic Data: Insights from Random Matrix Theory

Ahmed Alzubaidi, Aymane El Firdoussi, Hakim Hacid, Mohamed El Amine Seddik, Reda Alami, Soufiane Hayou

arxiv:2410.08942 v1 · 2024-10-11 · cs.LG · cs.AI · math.ST · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XYBBSEK3SWSQM6HPCFMONCDLCQ}

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	2026-07-05T09:19:19.898495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be0219115b95a50678ef1158e6886b142384972068f57db2e2755dba81f14a70

Aliases

arxiv: 2410.08942 · arxiv_version: 2410.08942v1 · doi: 10.48550/arxiv.2410.08942 · pith_short_12: XYBBSEK3SWSQ · pith_short_16: XYBBSEK3SWSQM6HP · pith_short_8: XYBBSEK3

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/XYBBSEK3SWSQM6HPCFMONCDLCQ \
  | 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: be0219115b95a50678ef1158e6886b142384972068f57db2e2755dba81f14a70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d53216be8f02f7d6d11ffb36ca40728b190e7935a828572849ac0a811136f148",
    "cross_cats_sorted": [
      "cs.AI",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-11T16:09:27Z",
    "title_canon_sha256": "412f077d63da447a591a90caecd73114320a3bcf0fe88e02023f30e297fde63f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08942",
    "kind": "arxiv",
    "version": 1
  }
}