Pith Number

pith:BTMRPHXH

pith:2023:BTMRPHXHTZWNFL7S2BCVS5XOJW

not attested not anchored not stored refs pending

Equivariant Matrix Function Neural Networks

Christoph Ortner, Felix A. Faber, G\'abor Cs\'anyi, Huajie Chen, Ilyes Batatia, Lars L. Schaaf

arxiv:2310.10434 v2 · 2023-10-16 · stat.ML · cond-mat.mtrl-sci · cs.LG · physics.chem-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{BTMRPHXHTZWNFL7S2BCVS5XOJW}

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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	2026-07-05T07:39:11.367152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0cd9179ee79e6cd2aff2d0455976ee4d9a1e4a2a795ea8b71585949768ca5a5f

Aliases

arxiv: 2310.10434 · arxiv_version: 2310.10434v2 · doi: 10.48550/arxiv.2310.10434 · pith_short_12: BTMRPHXHTZWN · pith_short_16: BTMRPHXHTZWNFL7S · pith_short_8: BTMRPHXH

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/BTMRPHXHTZWNFL7S2BCVS5XOJW \
  | 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: 0cd9179ee79e6cd2aff2d0455976ee4d9a1e4a2a795ea8b71585949768ca5a5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b74185b5c05796ec207d69c654f6418faef3b7c6cb043450b89f199f356a17ed",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.LG",
      "physics.chem-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-10-16T14:17:00Z",
    "title_canon_sha256": "52483e6eb6195a3b1d40f12511598680f569125db4dc7238fe1aa31398a9e603"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10434",
    "kind": "arxiv",
    "version": 2
  }
}