Pith. sign in
Pith Number

pith:42KE6DHV

pith:2024:42KE6DHVO7VNEFMCYZ773J5VUK
not attested not anchored not stored refs pending

Improving Molecular Modeling with Geometric GNNs: an Empirical Study

Alexandre Duval, Ali Ramlaoui, Basile Terver, David Rolnick, Fragkiskos D. Malliaros, Th\'eo Saulus, Victor Schmidt

arxiv:2407.08313 v1 · 2024-07-11 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{42KE6DHVO7VNEFMCYZ773J5VUK}

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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.
Receipt and verification
First computed 2026-07-05T08:42:46.612551Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e6944f0cf577ead21582c67ffda7b5a2a4759ebada794dc6d9891c1ef9c2d2e1

Aliases

arxiv: 2407.08313 · arxiv_version: 2407.08313v1 · doi: 10.48550/arxiv.2407.08313 · pith_short_12: 42KE6DHVO7VN · pith_short_16: 42KE6DHVO7VNEFMC · pith_short_8: 42KE6DHV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/42KE6DHVO7VNEFMCYZ773J5VUK \
  | 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: e6944f0cf577ead21582c67ffda7b5a2a4759ebada794dc6d9891c1ef9c2d2e1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "27ab62579427f528f96ff5c5f678f8828f15eb5ed2c581d714532ad639ee0585",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-11T09:04:12Z",
    "title_canon_sha256": "d75b786be9fc9201753cf532d1bd0f0a395baa8505de8dd4aa71e9cb0e459a7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08313",
    "kind": "arxiv",
    "version": 1
  }
}