Pith Number

pith:H6XEB5T2

pith:2022:H6XEB5T2APDEAZVDBL3C2DGIC2

not attested not anchored not stored refs pending

Forces are not Enough: Benchmark and Critical Evaluation for Machine Learning Force Fields with Molecular Simulations

Rafael Gomez-Bombarelli, Sinan Keten, Tian Xie, Tommi Jaakkola, Wujie Wang, Xiang Fu, Zhenghao Wu

arxiv:2210.07237 v2 · 2022-10-13 · physics.comp-ph · 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{H6XEB5T2APDEAZVDBL3C2DGIC2}

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

14 papers in Pith

Dynamical properties of ab initio water from machine-learning potentials

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

A general-purpose atomic cluster expansion interatomic potential for niobium

Harnessing AtomisticSkills for Agentic Atomistic Research

Toward Exascale AI for Science: A Scalable AI Skill for Autonomous Microkinetics Discovery

Receipt and verification

First computed	2026-07-05T06:44:46.600341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fae40f67a03c64066a30af62d0cc816a45db83b5e969e45e2c1c29a4f0efc95

Aliases

arxiv: 2210.07237 · arxiv_version: 2210.07237v2 · doi: 10.48550/arxiv.2210.07237 · pith_short_12: H6XEB5T2APDE · pith_short_16: H6XEB5T2APDEAZVD · pith_short_8: H6XEB5T2

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/H6XEB5T2APDEAZVDBL3C2DGIC2 \
  | 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: 3fae40f67a03c64066a30af62d0cc816a45db83b5e969e45e2c1c29a4f0efc95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed64cbd020b3330ff9b5bf8e4c432bc64b0ae50a26a982a3e5d8b92f77e405b1",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.chem-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2022-10-13T17:59:03Z",
    "title_canon_sha256": "fc403b3a1b23a569121e3724652559963174707c9e7cacf0ad734a217c307d51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07237",
    "kind": "arxiv",
    "version": 2
  }
}