pith. sign in
Pith Number

pith:ZX45ICKE

pith:2024:ZX45ICKER3MDSDD52VWFCJVDTL
not attested not anchored not stored refs pending

Performance Assessment of Universal Machine Learning Interatomic Potentials: Challenges and Directions for Materials' Surfaces

Bruno Focassio, Gabriel R. Schleder, Luis Paulo Mezzina Freitas

arxiv:2403.04217 v2 · 2024-03-07 · cond-mat.mtrl-sci · cond-mat.dis-nn · physics.comp-ph

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZX45ICKER3MDSDD52VWFCJVDTL}

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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

Receipt and verification
First computed 2026-07-05T10:34:37.247046Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cdf9d409448ed8390c7dd56c5126a39ae94e9b980b0b59bed1461865ef1dfd42

Aliases

arxiv: 2403.04217 · arxiv_version: 2403.04217v2 · doi: 10.48550/arxiv.2403.04217 · pith_short_12: ZX45ICKER3MD · pith_short_16: ZX45ICKER3MDSDD5 · pith_short_8: ZX45ICKE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZX45ICKER3MDSDD52VWFCJVDTL \
  | 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: cdf9d409448ed8390c7dd56c5126a39ae94e9b980b0b59bed1461865ef1dfd42
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9270e44e13c94090e6ca26d8c09fc51db4e2eca9d4f89cc957f81a1fb4d11d10",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2024-03-07T04:39:48Z",
    "title_canon_sha256": "146f563985381055383cd3afa193f9d7bc52dc0e40b70cf828780597052a8359"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.04217",
    "kind": "arxiv",
    "version": 2
  }
}