Pith Number

pith:7JOOPS3M

pith:2025:7JOOPS3MV2HE634XPY4FGB5I7M

not attested not anchored not stored refs pending

Accurate, transferable, and verifiable machine-learned interatomic potentials for layered materials

Akash Ramdas, Berwyn, Chung Hsuan Shan, Elena Halsted, Felipe H. da Jornada, Johnathan D. Georgaras, Tianshu Li

arxiv:2503.15432 v1 · 2025-03-19 · cond-mat.mtrl-sci · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7JOOPS3MV2HE634XPY4FGB5I7M}

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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

Fine-Tuned Machine-Learned Interatomic Potentials for Structural and Vibrational Properties of Twisted 2D Materials

Receipt and verification

First computed	2026-07-05T10:35:26.104429Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa5ce7cb6cae8e4f6f977e385307a8fb3cc5da49df1ffdcb4f5b205e2168f8df

Aliases

arxiv: 2503.15432 · arxiv_version: 2503.15432v1 · doi: 10.48550/arxiv.2503.15432 · pith_short_12: 7JOOPS3MV2HE · pith_short_16: 7JOOPS3MV2HE634X · pith_short_8: 7JOOPS3M

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/7JOOPS3MV2HE634XPY4FGB5I7M \
  | 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: fa5ce7cb6cae8e4f6f977e385307a8fb3cc5da49df1ffdcb4f5b205e2168f8df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3dabe1d33a224e17799a01c2ed13c334d3ef8beb29e24b0177dfbc16ba9077d8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-03-19T17:14:02Z",
    "title_canon_sha256": "9cb3abe242988636a1740853fc08c4f324017c78b7ae78695e7af6d8a7dc3e29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.15432",
    "kind": "arxiv",
    "version": 1
  }
}