Pith Number

pith:UMG746Y5

pith:2025:UMG746Y5QPYWMNP6DBMY2GDV7G

not attested not anchored not stored refs pending

Optimizing Data Distribution and Kernel Performance for Efficient Training of Chemistry Foundation Models: A Case Study with MACE

Chris Mundy, Darren Hsu, Dejun Lin, Emine Kucukbenli, Franco Pellegrini, Gabor Csanyi, Han-Yi Chou, Henry W. Sprueill, Ilyes Batatia, Jenna A. Bilbrey, Jesun Firoz, Justin S. Smith, MalSoon Lee, Mario Geiger, Markus Hoehnerbach, Maximilian Stadler, Ponnuswamy Sadayappan, Sotiris S. Xantheas, Sutanay Choudhury, Tingyu Wang

arxiv:2504.10700 v1 · 2025-04-14 · cs.DC · 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{UMG746Y5QPYWMNP6DBMY2GDV7G}

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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

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models

Receipt and verification

First computed	2026-07-05T10:49:22.654727Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a30dfe7b1d83f16635fe18598d1875f9bd92dc97f5987e705bd75a1de85a2e09

Aliases

arxiv: 2504.10700 · arxiv_version: 2504.10700v1 · doi: 10.48550/arxiv.2504.10700 · pith_short_12: UMG746Y5QPYW · pith_short_16: UMG746Y5QPYWMNP6 · pith_short_8: UMG746Y5

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/UMG746Y5QPYWMNP6DBMY2GDV7G \
  | 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: a30dfe7b1d83f16635fe18598d1875f9bd92dc97f5987e705bd75a1de85a2e09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "750ebd3ca8a6f9482ac3ab59be060d261173c52c4e16f532be52576088824320",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-04-14T20:48:19Z",
    "title_canon_sha256": "cb228ae2647ee49ec702a89b45cb669b4cfa02e122c683558b555f86c0e71e23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.10700",
    "kind": "arxiv",
    "version": 1
  }
}