Pith Number

pith:PLM7XXZ7

pith:2025:PLM7XXZ72GVFDCRLJTVQFT432U

not attested not anchored not stored refs pending

Democratizing AI: Open-source Scalable LLM Training on GPU-based Supercomputers

Abhimanyu Hans, Abhinav Bhatele, Aditya Ranjan, Aditya Tomar, John Kirchenbauer, Jonas Geiping, Manli Shu, Neel Jain, Prajwal Singhania, Siddharth Singh, Tom Goldstein, Yuxin Wen

arxiv:2502.08145 v1 · 2025-02-12 · 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{PLM7XXZ72GVFDCRLJTVQFT432U}

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	2026-07-05T10:13:16.159775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ad9fbdf3fd1aa518a2b4ceb02cf9bd53c925e5964c66a1c100c9805accc8057

Aliases

arxiv: 2502.08145 · arxiv_version: 2502.08145v1 · doi: 10.48550/arxiv.2502.08145 · pith_short_12: PLM7XXZ72GVF · pith_short_16: PLM7XXZ72GVFDCRL · pith_short_8: PLM7XXZ7

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/PLM7XXZ72GVFDCRLJTVQFT432U \
  | 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: 7ad9fbdf3fd1aa518a2b4ceb02cf9bd53c925e5964c66a1c100c9805accc8057

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b7b8e76955058437b6cbe2ff10c934bff329d6b0c0ff967da528fdb848216a5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-12T06:05:52Z",
    "title_canon_sha256": "43d69261c20ae8ae327e250a07cac55d6fc5c568ddb8c4c574c2df16f2d64c94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08145",
    "kind": "arxiv",
    "version": 1
  }
}