pith. sign in
Pith Number

pith:RFJHN2B5

pith:2023:RFJHN2B5PRVN55IGWWZXUB5MBJ
not attested not anchored not stored refs pending

Robustness of Local Predictions in Atomistic Machine Learning Models

Chiheb Ben Mahmoud, Federico Grasselli, Joe D. Morrow, Michele Ceriotti, Sanggyu Chong, Volker L. Deringer

arxiv:2306.15638 v1 · 2023-06-27 · physics.chem-ph · cond-mat.mtrl-sci

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RFJHN2B5PRVN55IGWWZXUB5MBJ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.
Receipt and verification
First computed 2026-07-05T08:59:02.916789Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

895276e83d7c6adef506b5b37a07ac0a62800045e8d6c23d1d5797805887a5f5

Aliases

arxiv: 2306.15638 · arxiv_version: 2306.15638v1 · doi: 10.48550/arxiv.2306.15638 · pith_short_12: RFJHN2B5PRVN · pith_short_16: RFJHN2B5PRVN55IG · pith_short_8: RFJHN2B5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RFJHN2B5PRVN55IGWWZXUB5MBJ \
  | 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: 895276e83d7c6adef506b5b37a07ac0a62800045e8d6c23d1d5797805887a5f5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e2dd7ecb659da438ebee1382135c7ce201937000e470df1b9ecc18a44bba5006",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.chem-ph",
    "submitted_at": "2023-06-27T17:29:41Z",
    "title_canon_sha256": "dca7215609ab3aa31782f5a3da6b5024a3025a98bf1081cc67b1a154ea09fe44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15638",
    "kind": "arxiv",
    "version": 1
  }
}