Pith Number

pith:3WPVHCCC

pith:2026:3WPVHCCC6NLUVB55GXU3FY4YF7

not attested not anchored not stored refs pending

Pushing the limits of unconstrained machine-learned interatomic potentials

Arslan Mazitov, Filippo Bigi, Jonathan Schmidt, Michele Ceriotti, Paolo Pegolo

arxiv:2601.16195 v3 · 2026-01-22 · physics.chem-ph · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3WPVHCCC6NLUVB55GXU3FY4YF7}

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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

3 papers in Pith

JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials

Errors that matter: Uncertainty-aware universal machine-learning potentials calibrated on experiments

Receipt and verification

First computed	2026-06-05T01:15:19.076127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd9f538842f3574a87bd35e9b2e3982ff067814f0d696e3e38f1e31e11eee112

Aliases

arxiv: 2601.16195 · arxiv_version: 2601.16195v3 · doi: 10.48550/arxiv.2601.16195 · pith_short_12: 3WPVHCCC6NLU · pith_short_16: 3WPVHCCC6NLUVB55 · pith_short_8: 3WPVHCCC

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/3WPVHCCC6NLUVB55GXU3FY4YF7 \
  | 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: dd9f538842f3574a87bd35e9b2e3982ff067814f0d696e3e38f1e31e11eee112

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "384ea5254cd98b6e0a9373562b3782e6e18c8c04cad233dfa33c51a4837ee7a4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2026-01-22T18:46:58Z",
    "title_canon_sha256": "2ec9e4672c8cebafb15791a2c00ed2f834da125d56c4fafbc18718382639aecf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.16195",
    "kind": "arxiv",
    "version": 3
  }
}