Pith Number

pith:FSL3OQYW

pith:2026:FSL3OQYWAFH325AZSFTZZG7DQX

not attested not anchored not stored refs pending

Beyond Adam: SOAP and Muon for Faster, Label-Efficient Training of Machine Learning Interatomic Potentials

Boris Kozinsky, Chuin Wei Tan, Gil Harari, Laura Zichi, Marc L. Descoteaux, Ola Tangen Kulseng, Yoel Zimmermann

arxiv:2607.02499 v1 · 2026-07-02 · cs.LG · cs.AI · physics.chem-ph · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FSL3OQYWAFH325AZSFTZZG7DQX}

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	2026-07-03T01:18:01.153517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c97b74316014fbd741991679c9be385c30f4bf3a53b38b2b26a86448491e2fc

Aliases

arxiv: 2607.02499 · arxiv_version: 2607.02499v1 · doi: 10.48550/arxiv.2607.02499 · pith_short_12: FSL3OQYWAFH3 · pith_short_16: FSL3OQYWAFH325AZ · pith_short_8: FSL3OQYW

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/FSL3OQYWAFH325AZSFTZZG7DQX \
  | 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: 2c97b74316014fbd741991679c9be385c30f4bf3a53b38b2b26a86448491e2fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b5872c56b816a8c4b690d9c95d8f0b4b1a5f969507e1e5804ba1ea3234d70ab",
    "cross_cats_sorted": [
      "cs.AI",
      "physics.chem-ph",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-02T17:57:31Z",
    "title_canon_sha256": "797d87ac0dc63efb864235b59a7717ad5e09c0e25a4119a84ab60f3fd1556e8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.02499",
    "kind": "arxiv",
    "version": 1
  }
}