Pith Number

pith:CWOG6Q4Z

pith:2025:CWOG6Q4ZG77INLDRNETH4IZEJP

not attested not anchored not stored refs pending

Distributed Equivariant Graph Neural Networks for Large-Scale Electronic Structure Prediction

Alexander Maeder, Alexandros Nikolaos Ziogas, Chen Hao Xia, Manasa Kaniselvan, Mathieu Luisier

arxiv:2507.03840 v1 · 2025-07-04 · cs.LG · cond-mat.mtrl-sci · cs.DC · physics.comp-ph

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CWOG6Q4ZG77INLDRNETH4IZEJP}

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	2026-07-05T11:33:06.195865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

159c6f439937fe86ac7169267e23244bff8189d7dd92d62b49d33ace2908d8d6

Aliases

arxiv: 2507.03840 · arxiv_version: 2507.03840v1 · doi: 10.48550/arxiv.2507.03840 · pith_short_12: CWOG6Q4ZG77I · pith_short_16: CWOG6Q4ZG77INLDR · pith_short_8: CWOG6Q4Z

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/CWOG6Q4ZG77INLDRNETH4IZEJP \
  | 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: 159c6f439937fe86ac7169267e23244bff8189d7dd92d62b49d33ace2908d8d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b94e0f365e8ca8baa10d0ca7399c48b66973a107525a0ff5937f9c3e46395d6",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.DC",
      "physics.comp-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-04T23:53:47Z",
    "title_canon_sha256": "809ebca2217a4ed231a2c29a1c5f67336abd43d25998b1ca8fee16f32ddbb5af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.03840",
    "kind": "arxiv",
    "version": 1
  }
}