Pith Number

pith:O5GWX3D3

pith:2023:O5GWX3D3OLBILNCNBABH67NT64

not attested not anchored not stored refs pending

MACE-OFF: Transferable Short Range Machine Learning Force Fields for Organic Molecules

Daniel J. Cole, D\'avid P\'eter Kov\'acs, G\'abor Cs\'anyi, Ilyes Batatia, Ioan-Bogdan Magd\u{a}u, J. Harry Moore, Joshua T. Horton, Nicholas J. Browning, Venkat Kapil, William C. Witt, Yixuan Pu

arxiv:2312.15211 v5 · 2023-12-23 · physics.chem-ph

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\usepackage{pith}
\pithnumber{O5GWX3D3OLBILNCNBABH67NT64}

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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

9 papers in Pith

Fine-tuning MLIP foundation models: strategies for accuracy and transferability

DPA4: Pushing the Accuracy-Cost Frontier of Interatomic Potentials with EMFA SO(2) Convolution

Force-Aware Neural Tangent Kernels for Scalable and Robust Active Learning of MLIPs

Pretrained Model Representations as Acquisition Signals for Active Learning of MLIPs

AiiDA-TrainsPot: Towards automated training of neural-network interatomic potentials

Receipt and verification

First computed	2026-07-05T11:57:30.338988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

774d6bec7b72c285b44d08027f7db3f72ab7348ffdf66f4454840415b36afad2

Aliases

arxiv: 2312.15211 · arxiv_version: 2312.15211v5 · doi: 10.48550/arxiv.2312.15211 · pith_short_12: O5GWX3D3OLBI · pith_short_16: O5GWX3D3OLBILNCN · pith_short_8: O5GWX3D3

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/O5GWX3D3OLBILNCNBABH67NT64 \
  | 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: 774d6bec7b72c285b44d08027f7db3f72ab7348ffdf66f4454840415b36afad2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "403a8fcb3dda35a9ba9bd2d052f44ff538663aff3aaf8e153e0e15cd0ff63922",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2023-12-23T10:17:56Z",
    "title_canon_sha256": "ca00e6b2baea96f034271578249b95e5d54258d8d34fdad7964da0e4bfe3e7b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15211",
    "kind": "arxiv",
    "version": 5
  }
}