Pith Number

pith:H5ZKP2FS

pith:2025:H5ZKP2FSV32ROZ5D4P77JEU5EH

not attested not anchored not stored refs pending

Fine-tuning foundation models of materials interatomic potentials with frozen transfer learning

Albert P. Bart\'ok, Connor S. Allen, Mariia Radova, Reinhard J. Maurer, Wojciech G. Stark

arxiv:2502.15582 v3 · 2025-02-21 · cond-mat.mtrl-sci

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{H5ZKP2FSV32ROZ5D4P77JEU5EH}

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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

5 papers in Pith

Revisiting quantum effects on dislocation glide in bcc metals from DFT calculations and machine-learning potentials

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

Distilling first-principles accuracy into compact machine learning potentials for condensed-phase chemistry

Machine-Learned Force Fields for Lattice Dynamics at Coupled-Cluster Level Accuracy

VibroML: an automated toolkit for high-throughput vibrational analysis and dynamic instability remediation of crystalline materials using machine-learned potentials

Receipt and verification

First computed	2026-07-05T11:44:45.496246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f72a7e8b2aef51767a3e3fff4929d21deba87c070529b49b02eb9c09d88f5a8

Aliases

arxiv: 2502.15582 · arxiv_version: 2502.15582v3 · doi: 10.48550/arxiv.2502.15582 · pith_short_12: H5ZKP2FSV32R · pith_short_16: H5ZKP2FSV32ROZ5D · pith_short_8: H5ZKP2FS

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/H5ZKP2FSV32ROZ5D4P77JEU5EH \
  | 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: 3f72a7e8b2aef51767a3e3fff4929d21deba87c070529b49b02eb9c09d88f5a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f37d5fce6a2961ef13e6899f87ad1859ee21a17251567d866c45075d08a74f9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-02-21T16:45:05Z",
    "title_canon_sha256": "25be5c111899a0c04890e52e7bb52149efc710967771c356f579dd39ea57294d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15582",
    "kind": "arxiv",
    "version": 3
  }
}