Pith Number

pith:OIIXKO3J

pith:2022:OIIXKO3JBYVDR3CPM7FOYBMP3S

not attested not anchored not stored refs pending

MACE: Higher Order Equivariant Message Passing Neural Networks for Fast and Accurate Force Fields

Christoph Ortner, D\'avid P\'eter Kov\'acs, G\'abor Cs\'anyi, Gregor N. C. Simm, Ilyes Batatia

arxiv:2206.07697 v2 · 2022-06-15 · 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{OIIXKO3JBYVDR3CPM7FOYBMP3S}

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.

Cited by

36 papers in Pith

Constraint-Aware Quantum Optimization of Defect Configurations in Doped ZrO2: XY-Mixer QAOA and Grover Adaptive Search

Property-Specific Molecular Representations via Feature-Space Transfer Compression

Computational references are not experiments: pre-registered validation of machine-learned sodium-cathode voltages

Magnetic HIP-NN for spin dynamics in disordered itinerant magnets

Loss-Guided Adaptive Scale Refinement for Molecular Force Prediction

Receipt and verification

First computed	2026-07-05T05:36:16.934909Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7211753b690e2a38ec4f67caec058fdca2c005c0deda1ab4210216c6ff173c76

Aliases

arxiv: 2206.07697 · arxiv_version: 2206.07697v2 · doi: 10.48550/arxiv.2206.07697 · pith_short_12: OIIXKO3JBYVD · pith_short_16: OIIXKO3JBYVDR3CP · pith_short_8: OIIXKO3J

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/OIIXKO3JBYVDR3CPM7FOYBMP3S \
  | 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: 7211753b690e2a38ec4f67caec058fdca2c005c0deda1ab4210216c6ff173c76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c1090b1ee9ea2129b48a49b5538c9e3c5270e52834a493d438f8d159a22bdb1",
    "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": "2022-06-15T17:46:05Z",
    "title_canon_sha256": "705123ce308c2f81c9b83231edc4f972622f310c6ec379eb7611f9ed3d743935"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.07697",
    "kind": "arxiv",
    "version": 2
  }
}