Pith Number

pith:BUMXTSSW

pith:2025:BUMXTSSW5MEUH3FE6UFX73SXCG

not attested not anchored not stored refs pending

PET-MAD, a lightweight universal interatomic potential for advanced materials modeling

Arslan Mazitov, Davide Tisi, Filippo Bigi, Guillaume Fraux, Matthias Kellner, Michele Ceriotti, Paolo Pegolo, Philip Loche, Sergey Pozdnyakov

arxiv:2503.14118 v2 · 2025-03-18 · cond-mat.mtrl-sci · cs.LG · physics.chem-ph

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BUMXTSSW5MEUH3FE6UFX73SXCG}

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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

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

Six Open Questions in Machine-Learned Interatomic Potential Foundation Models

SLUSCHI-UP: A Web Infrastructure for SLUSCHI Melting-Temperature Calculations Using Universal Machine-Learning Interatomic Potentials

Simultaneous Learning of Static and Dynamic Charges

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

Receipt and verification

First computed	2026-07-05T11:48:23.691936Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d1979ca56eb0943eca4f50b7fee5711a4212f1ca65fe708fbe36931f72220d4

Aliases

arxiv: 2503.14118 · arxiv_version: 2503.14118v2 · doi: 10.48550/arxiv.2503.14118 · pith_short_12: BUMXTSSW5MEU · pith_short_16: BUMXTSSW5MEUH3FE · pith_short_8: BUMXTSSW

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/BUMXTSSW5MEUH3FE6UFX73SXCG \
  | 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: 0d1979ca56eb0943eca4f50b7fee5711a4212f1ca65fe708fbe36931f72220d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bde309b4d685c6f4e92e9f436df72d526fe3790cd04863bbda392c62839ada74",
    "cross_cats_sorted": [
      "cs.LG",
      "physics.chem-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2025-03-18T10:35:30Z",
    "title_canon_sha256": "994630c189cf65cd40cebd2c09e1971ef3acce20293a9927b0b68a8960d1efcb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.14118",
    "kind": "arxiv",
    "version": 2
  }
}